Pandas Profiling Report

Dataset statistics

Number of variables	58
Number of observations	263
Missing cells	40
Missing cells (%)	0.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	311.9 KiB
Average record size in memory	1.2 KiB

Variable types

Numeric	32
Text	1
Categorical	21
Unsupported	4

Alerts

`Total_Credits` has constant value "19.0"	Constant
`BEE_Credit` is highly overall correlated with `BEE_ESE` and 24 other fields	High correlation
`BEE_ESE` is highly overall correlated with `BEE_Credit` and 15 other fields	High correlation
`BEE_GPA` is highly overall correlated with `BEE_Credit` and 18 other fields	High correlation
`BEE_GPC` is highly overall correlated with `BEE_Credit` and 18 other fields	High correlation
`BEE_Grade` is highly overall correlated with `BEE_Credit` and 25 other fields	High correlation
`BEE_Status` is highly overall correlated with `BEE_Credit` and 25 other fields	High correlation
`BEE_Total` is highly overall correlated with `BEE_Credit` and 23 other fields	High correlation
`EG_Credit` is highly overall correlated with `BEE_Grade` and 30 other fields	High correlation
`EG_ESE` is highly overall correlated with `EG_Credit` and 9 other fields	High correlation
`EG_GPA` is highly overall correlated with `BEE_Grade` and 20 other fields	High correlation
`EG_GPC` is highly overall correlated with `BEE_Grade` and 22 other fields	High correlation
`EG_Total` is highly overall correlated with `BEE_Credit` and 13 other fields	High correlation
`EM_Credit` is highly overall correlated with `EG_Credit` and 8 other fields	High correlation
`EM_ESE` is highly overall correlated with `EG_Credit` and 8 other fields	High correlation
`EM_GPA` is highly overall correlated with `EG_Credit` and 8 other fields	High correlation
`EM_GPC` is highly overall correlated with `EG_Credit` and 8 other fields	High correlation
`EM_Total` is highly overall correlated with `EG_Credit` and 10 other fields	High correlation
`LLC_Credit` is highly overall correlated with `LLC_GPA` and 3 other fields	High correlation
`LLC_GPA` is highly overall correlated with `LLC_Credit` and 3 other fields	High correlation
`LLC_GPC` is highly overall correlated with `LLC_Credit` and 3 other fields	High correlation
`LLC_Grade` is highly overall correlated with `EG_Credit` and 17 other fields	High correlation
`LLC_Total` is highly overall correlated with `LLC_Credit` and 5 other fields	High correlation
`Maths_Credit` is highly overall correlated with `BEE_Credit` and 33 other fields	High correlation
`Maths_ESE` is highly overall correlated with `BEE_Credit` and 17 other fields	High correlation
`Maths_GPA` is highly overall correlated with `BEE_Credit` and 29 other fields	High correlation
`Maths_GPC` is highly overall correlated with `BEE_Credit` and 16 other fields	High correlation
`Maths_Grade` is highly overall correlated with `BEE_Credit` and 24 other fields	High correlation
`Maths_Status` is highly overall correlated with `BEE_Credit` and 29 other fields	High correlation
`Maths_Total` is highly overall correlated with `BEE_Credit` and 19 other fields	High correlation
`PSOOP_Credit` is highly overall correlated with `BEE_Grade` and 29 other fields	High correlation
`PSOOP_GPA` is highly overall correlated with `BEE_ESE` and 35 other fields	High correlation
`PSOOP_GPC` is highly overall correlated with `BEE_ESE` and 35 other fields	High correlation
`PSOOP_Grade` is highly overall correlated with `BEE_Credit` and 23 other fields	High correlation
`PSOOP_Status` is highly overall correlated with `BEE_Grade` and 29 other fields	High correlation
`PSOOP_Total` is highly overall correlated with `BEE_Credit` and 25 other fields	High correlation
`Result` is highly overall correlated with `BEE_Credit` and 25 other fields	High correlation
`SGPA` is highly overall correlated with `BEE_Credit` and 22 other fields	High correlation
`SS_Credit` is highly overall correlated with `BEE_Grade` and 25 other fields	High correlation
`SS_GPA` is highly overall correlated with `BEE_Credit` and 25 other fields	High correlation
`SS_GPC` is highly overall correlated with `BEE_GPA` and 28 other fields	High correlation
`SS_Grade` is highly overall correlated with `BEE_Credit` and 22 other fields	High correlation
`SS_Status` is highly overall correlated with `BEE_Grade` and 25 other fields	High correlation
`SS_Total` is highly overall correlated with `BEE_Credit` and 19 other fields	High correlation
`Total_Credits_Earned` is highly overall correlated with `BEE_Credit` and 16 other fields	High correlation
`Total_GPC_Earned` is highly overall correlated with `BEE_Credit` and 21 other fields	High correlation
`UHV_Credit` is highly overall correlated with `BEE_Grade` and 25 other fields	High correlation
`UHV_GPA` is highly overall correlated with `BEE_Grade` and 25 other fields	High correlation
`UHV_GPC` is highly overall correlated with `BEE_Grade` and 24 other fields	High correlation
`UHV_Grade` is highly overall correlated with `BEE_Credit` and 18 other fields	High correlation
`UHV_Status` is highly overall correlated with `BEE_Grade` and 24 other fields	High correlation
`UHV_Total` is highly overall correlated with `BEE_Credit` and 17 other fields	High correlation
`Maths_Status` is highly imbalanced (73.6%)	Imbalance
`Maths_Credit` is highly imbalanced (66.2%)	Imbalance
`BEE_Status` is highly imbalanced (68.5%)	Imbalance
`SS_Status` is highly imbalanced (93.7%)	Imbalance
`SS_Credit` is highly imbalanced (93.7%)	Imbalance
`PSOOP_Status` is highly imbalanced (96.4%)	Imbalance
`PSOOP_Credit` is highly imbalanced (96.4%)	Imbalance
`UHV_Status` is highly imbalanced (94.6%)	Imbalance
`UHV_Credit` is highly imbalanced (95.5%)	Imbalance
`LLC_Credit` is highly imbalanced (71.6%)	Imbalance
`Maths_ESE` has 4 (1.5%) missing values	Missing
`BEE_ESE` has 5 (1.9%) missing values	Missing
`EG_ESE` has 4 (1.5%) missing values	Missing
`LLC_Total` has 10 (3.8%) missing values	Missing
`LLC_Grade` has 6 (2.3%) missing values	Missing
`UID` has unique values	Unique
`Name` has unique values	Unique
`EM_Status` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`EM_Grade` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`EG_Status` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`EG_Grade` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Maths_GPA` has 29 (11.0%) zeros	Zeros
`Maths_GPC` has 29 (11.0%) zeros	Zeros
`BEE_GPA` has 43 (16.3%) zeros	Zeros
`BEE_GPC` has 43 (16.3%) zeros	Zeros
`EM_ESE` has 134 (51.0%) zeros	Zeros
`EM_Total` has 133 (50.6%) zeros	Zeros
`EM_GPA` has 146 (55.5%) zeros	Zeros
`EM_GPC` has 145 (55.1%) zeros	Zeros
`EG_ESE` has 130 (49.4%) zeros	Zeros
`EG_Total` has 130 (49.4%) zeros	Zeros
`EG_GPA` has 151 (57.4%) zeros	Zeros
`EG_GPC` has 151 (57.4%) zeros	Zeros
`LLC_GPA` has 13 (4.9%) zeros	Zeros
`LLC_GPC` has 13 (4.9%) zeros	Zeros

Reproduction

Analysis started	2024-10-03 20:43:36.769999
Analysis finished	2024-10-03 20:45:20.466458
Duration	1 minute and 43.7 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

UID
Real number (ℝ)

UNIQUE

Distinct	263
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0232887 × 10⁹

Minimum	2.0203 × 10⁹
Maximum	2.0233003 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	2.0203 × 10⁹
5-th percentile	2.0233 × 10⁹
Q1	2.0233001 × 10⁹
median	2.0233001 × 10⁹
Q3	2.0233002 × 10⁹
95-th percentile	2.0233003 × 10⁹
Maximum	2.0233003 × 10⁹
Range	3000225
Interquartile range (IQR)	132

Descriptive statistics

Standard deviation	184993.61
Coefficient of variation (CV)	9.1432134 × 10^-5
Kurtosis	262.99991
Mean	2.0232887 × 10⁹
Median Absolute Deviation (MAD)	66
Skewness	-16.217271
Sum	5.3212493 × 10¹¹
Variance	3.4222634 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2020300041	1	0.4%
2023300001	1	0.4%
2023300002	1	0.4%
2023300003	1	0.4%
2023300005	1	0.4%
2023300006	1	0.4%
2023300007	1	0.4%
2023300249	1	0.4%
2023300248	1	0.4%
2023300247	1	0.4%
Other values (253)	253	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2020300041	1	0.4%
2023300001	1	0.4%
2023300002	1	0.4%
2023300003	1	0.4%
2023300005	1	0.4%
2023300006	1	0.4%
2023300007	1	0.4%
2023300008	1	0.4%
2023300009	1	0.4%
2023300010	1	0.4%

Value	Count	Frequency (%)
2023300266	1	0.4%
2023300265	1	0.4%
2023300264	1	0.4%
2023300263	1	0.4%
2023300260	1	0.4%
2023300259	1	0.4%
2023300258	1	0.4%
2023300257	1	0.4%
2023300256	1	0.4%
2023300255	1	0.4%

Name
Text

UNIQUE

Distinct	263
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	19.8 KiB

Length

Max length	30
Median length	26
Mean length	20.144487
Min length	10

Characters and Unicode

Total characters	5298
Distinct characters	34
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	263 ?
Unique (%)	100.0%

Sample

1st row	AARYAN MANTRI
2nd row	AGARWAL VEDANT RAKESH
3rd row	KRISH PRAFULKUMAR AGRAWAL
4th row	ANGADI ARAN AJIT
5th row	ATOLE ANIKET SAYAJI

Value	Count	Frequency (%)
shah	21	2.7%
jadhav	7	0.9%
santosh	6	0.8%
soham	6	0.8%
yash	6	0.8%
jain	5	0.6%
mehta	5	0.6%
manish	5	0.6%
rahul	5	0.6%
aryan	5	0.6%
Other values (563)	709	90.9%

Most occurring characters

Value	Count	Frequency (%)
A	944	17.8%
	517	9.8%
H	492	9.3%
I	384	7.2%
S	351	6.6%
R	347	6.5%
N	315	5.9%
E	272	5.1%
T	201	3.8%
D	193	3.6%
Other values (24)	1282	24.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4770	90.0%
Space Separator	517	9.8%
Lowercase Letter	11	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	944	19.8%
H	492	10.3%
I	384	8.1%
S	351	7.4%
R	347	7.3%
N	315	6.6%
E	272	5.7%
T	201	4.2%
D	193	4.0%
K	180	3.8%
Other values (16)	1091	22.9%

Lowercase Letter

Value	Count	Frequency (%)
a	3	27.3%
s	2	18.2%
r	2	18.2%
e	1	9.1%
i	1	9.1%
l	1	9.1%
h	1	9.1%

Space Separator

Value	Count	Frequency (%)
	517	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4781	90.2%
Common	517	9.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	944	19.7%
H	492	10.3%
I	384	8.0%
S	351	7.3%
R	347	7.3%
N	315	6.6%
E	272	5.7%
T	201	4.2%
D	193	4.0%
K	180	3.8%
Other values (23)	1102	23.0%

Common

Value	Count	Frequency (%)
	517	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5298	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	944	17.8%
	517	9.8%
H	492	9.3%
I	384	7.2%
S	351	6.6%
R	347	6.5%
N	315	5.9%
E	272	5.1%
T	201	3.8%
D	193	3.6%
Other values (24)	1282	24.2%

Maths_ESE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	84
Distinct (%)	32.4%
Missing	4
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	64.986486

Minimum	0
Maximum	99
Zeros	1
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	15.7
Q1	52
median	71
Q3	83
95-th percentile	93.1
Maximum	99
Range	99
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	23.685005
Coefficient of variation (CV)	0.36446047
Kurtosis	0.075458601
Mean	64.986486
Median Absolute Deviation (MAD)	14
Skewness	-0.91532649
Sum	16831.5
Variance	560.97947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	10	3.8%
80	8	3.0%
76	8	3.0%
63	8	3.0%
83	7	2.7%
84	7	2.7%
82	6	2.3%
69	6	2.3%
88	6	2.3%
72	6	2.3%
Other values (74)	187	71.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.4%
1	1	0.4%
2	1	0.4%
4	2	0.8%
6	1	0.4%
8	1	0.4%
10	2	0.8%
11	1	0.4%
12	2	0.8%
13	1	0.4%

Value	Count	Frequency (%)
99	2	0.8%
98	2	0.8%
97	1	0.4%
96	2	0.8%
95	1	0.4%
94	5	1.9%
93	5	1.9%
92	4	1.5%
91	2	0.8%
90	3	1.1%

Maths_Total
Real number (ℝ)

HIGH CORRELATION

Distinct	75
Distinct (%)	28.6%
Missing	1
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	65.576336

Minimum	4
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	4
5-th percentile	19
Q1	56
median	71
Q3	82
95-th percentile	92
Maximum	96
Range	92
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	22.41903
Coefficient of variation (CV)	0.34187684
Kurtosis	0.35900533
Mean	65.576336
Median Absolute Deviation (MAD)	12
Skewness	-1.0244012
Sum	17181
Variance	502.61292
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84	12	4.6%
82	9	3.4%
67	9	3.4%
79	8	3.0%
69	8	3.0%
74	8	3.0%
80	8	3.0%
90	7	2.7%
88	7	2.7%
83	7	2.7%
Other values (65)	179	68.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	0.8%
5	2	0.8%
6	1	0.4%
7	1	0.4%
8	1	0.4%
11	2	0.8%
12	2	0.8%
13	1	0.4%
17	1	0.4%
19	2	0.8%

Value	Count	Frequency (%)
96	2	0.8%
95	2	0.8%
94	2	0.8%
93	5	1.9%
92	4	1.5%
91	7	2.7%
90	7	2.7%
89	2	0.8%
88	7	2.7%
87	1	0.4%

Maths_Status
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	15.9 KiB

pass	233
fail in ESE	25
absent in ESE	3
Detained,att endance shortage	1
BC	1

Length

Max length	29
Median length	4
Mean length	4.8555133
Min length	2

Characters and Unicode

Total characters	1277
Distinct characters	24
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.8%

Sample

1st row	pass
2nd row	pass
3rd row	pass
4th row	pass
5th row	fail in ESE

Common Values

Value	Count	Frequency (%)
pass	233	88.6%
fail in ESE	25	9.5%
absent in ESE	3	1.1%
Detained,att endance shortage	1	0.4%
BC	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pass	233	72.6%
in	28	8.7%
ese	28	8.7%
fail	25	7.8%
absent	3	0.9%
detained,att	1	0.3%
endance	1	0.3%
shortage	1	0.3%
bc	1	0.3%

Most occurring characters

Value	Count	Frequency (%)
s	470	36.8%
a	265	20.8%
p	233	18.2%
E	56	4.4%
i	54	4.2%
	53	4.2%
n	34	2.7%
S	28	2.2%
l	25	2.0%
f	25	2.0%
Other values (14)	34	2.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1131	88.6%
Uppercase Letter	87	6.8%
Space Separator	53	4.2%
Control	5	0.4%
Other Punctuation	1	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	470	41.6%
a	265	23.4%
p	233	20.6%
i	54	4.8%
n	34	3.0%
l	25	2.2%
f	25	2.2%
e	8	0.7%
t	7	0.6%
b	3	0.3%
Other values (6)	7	0.6%

Uppercase Letter

Value	Count	Frequency (%)
E	56	64.4%
S	28	32.2%
D	1	1.1%
B	1	1.1%
C	1	1.1%

Space Separator

Value	Count	Frequency (%)
	53	100.0%

Control

Value	Count	Frequency (%)
	5	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1218	95.4%
Common	59	4.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	470	38.6%
a	265	21.8%
p	233	19.1%
E	56	4.6%
i	54	4.4%
n	34	2.8%
S	28	2.3%
l	25	2.1%
f	25	2.1%
e	8	0.7%
Other values (11)	20	1.6%

Common

Value	Count	Frequency (%)
	53	89.8%
	5	8.5%
,	1	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1277	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	470	36.8%
a	265	20.8%
p	233	18.2%
E	56	4.4%
i	54	4.2%
	53	4.2%
n	34	2.7%
S	28	2.2%
l	25	2.0%
f	25	2.0%
Other values (14)	34	2.7%

Maths_Grade
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	15.2 KiB

AA	57
AB	49
BB	44
BC	32
FF	26
Other values (6)	55

Length

Max length	2
Median length	2
Mean length	1.9923954
Min length	1

Characters and Unicode

Total characters	524
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.8%

Sample

1st row	BB
2nd row	AA
3rd row	BB
4th row	DD
5th row	FF

Common Values

Value	Count	Frequency (%)
AA	57	21.7%
AB	49	18.6%
BB	44	16.7%
BC	32	12.2%
FF	26	9.9%
CC	20	7.6%
CD	17	6.5%
DD	14	5.3%
NP	2	0.8%
X	1	0.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
aa	57	21.7%
ab	49	18.6%
bb	44	16.7%
bc	32	12.2%
ff	26	9.9%
cc	20	7.6%
cd	17	6.5%
dd	14	5.3%
np	2	0.8%
x	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
B	169	32.3%
A	163	31.1%
C	89	17.0%
F	52	9.9%
D	45	8.6%
N	2	0.4%
P	2	0.4%
X	1	0.2%
4	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	523	99.8%
Decimal Number	1	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	169	32.3%
A	163	31.2%
C	89	17.0%
F	52	9.9%
D	45	8.6%
N	2	0.4%
P	2	0.4%
X	1	0.2%

Decimal Number

Value	Count	Frequency (%)
4	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	523	99.8%
Common	1	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	169	32.3%
A	163	31.2%
C	89	17.0%
F	52	9.9%
D	45	8.6%
N	2	0.4%
P	2	0.4%
X	1	0.2%

Common

Value	Count	Frequency (%)
4	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	524	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	169	32.3%
A	163	31.1%
C	89	17.0%
F	52	9.9%
D	45	8.6%
N	2	0.4%
P	2	0.4%
X	1	0.2%
4	1	0.2%

Maths_Credit
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	14.9 KiB

4	233
0	29
7	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	263
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	0

Common Values

Value	Count	Frequency (%)
4	233	88.6%
0	29	11.0%
7	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	233	88.6%
0	29	11.0%
7	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
4	233	88.6%
0	29	11.0%
7	1	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	263	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	233	88.6%
0	29	11.0%
7	1	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	263	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	233	88.6%
0	29	11.0%
7	1	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	263	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	233	88.6%
0	29	11.0%
7	1	0.4%

Maths_GPA
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1330798

Minimum	0
Maximum	28
Zeros	29
Zeros (%)	11.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	8
Q3	9
95-th percentile	10
Maximum	28
Range	28
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.2832807
Coefficient of variation (CV)	0.46028935
Kurtosis	6.0684247
Mean	7.1330798
Median Absolute Deviation (MAD)	2
Skewness	-0.040554772
Sum	1876
Variance	10.779932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
10	57	21.7%
9	49	18.6%
8	44	16.7%
7	32	12.2%
0	29	11.0%
6	20	7.6%
5	17	6.5%
4	14	5.3%
28	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	11.0%
4	14	5.3%
5	17	6.5%
6	20	7.6%
7	32	12.2%
8	44	16.7%
9	49	18.6%
10	57	21.7%
28	1	0.4%

Value	Count	Frequency (%)
28	1	0.4%
10	57	21.7%
9	49	18.6%
8	44	16.7%
7	32	12.2%
6	20	7.6%
5	17	6.5%
4	14	5.3%
0	29	11.0%

Maths_GPC
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.188213

Minimum	0
Maximum	40
Zeros	29
Zeros (%)	11.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	24
median	32
Q3	36
95-th percentile	40
Maximum	40
Range	40
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	12.081298
Coefficient of variation (CV)	0.42859397
Kurtosis	0.63230016
Mean	28.188213
Median Absolute Deviation (MAD)	8
Skewness	-1.2350469
Sum	7413.5
Variance	145.95776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
40	57	21.7%
36	49	18.6%
32	44	16.7%
28	32	12.2%
0	29	11.0%
24	20	7.6%
20	17	6.5%
16	14	5.3%
21.5	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	11.0%
16	14	5.3%
20	17	6.5%
21.5	1	0.4%
24	20	7.6%
28	32	12.2%
32	44	16.7%
36	49	18.6%
40	57	21.7%

Value	Count	Frequency (%)
40	57	21.7%
36	49	18.6%
32	44	16.7%
28	32	12.2%
24	20	7.6%
21.5	1	0.4%
20	17	6.5%
16	14	5.3%
0	29	11.0%

BEE_ESE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	122
Distinct (%)	47.3%
Missing	5
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	47.04845

Minimum	0
Maximum	91
Zeros	2
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	8.85
Q1	32.625
median	48
Q3	63
95-th percentile	79.075
Maximum	91
Range	91
Interquartile range (IQR)	30.375

Descriptive statistics

Standard deviation	21.073214
Coefficient of variation (CV)	0.44790453
Kurtosis	-0.61975558
Mean	47.04845
Median Absolute Deviation (MAD)	15.25
Skewness	-0.2439186
Sum	12138.5
Variance	444.08033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	12	4.6%
49	7	2.7%
50	6	2.3%
35	5	1.9%
24	5	1.9%
62	4	1.5%
73.5	4	1.5%
33	4	1.5%
27	4	1.5%
65.5	4	1.5%
Other values (112)	203	77.2%
(Missing)	5	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.8%
1	2	0.8%
2	3	1.1%
4	2	0.8%
5	1	0.4%
7.5	1	0.4%
8	2	0.8%
9	2	0.8%
10	1	0.4%
11.5	1	0.4%

Value	Count	Frequency (%)
91	1	0.4%
86.5	1	0.4%
85.5	1	0.4%
84	2	0.8%
83	2	0.8%
82	1	0.4%
81.5	1	0.4%
81	1	0.4%
80.5	1	0.4%
79.5	2	0.8%

BEE_Total
Real number (ℝ)

HIGH CORRELATION

Distinct	70
Distinct (%)	26.8%
Missing	2
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	57.168582

Minimum	2
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	2
5-th percentile	27
Q1	49
median	58
Q3	70
95-th percentile	80
Maximum	90
Range	88
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	16.372418
Coefficient of variation (CV)	0.28638839
Kurtosis	0.066522916
Mean	57.168582
Median Absolute Deviation (MAD)	11
Skewness	-0.5562158
Sum	14921
Variance	268.05609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	10	3.8%
56	10	3.8%
70	9	3.4%
51	8	3.0%
75	8	3.0%
63	8	3.0%
66	7	2.7%
55	7	2.7%
71	7	2.7%
57	7	2.7%
Other values (60)	180	68.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.4%
11	1	0.4%
15	1	0.4%
18	2	0.8%
19	1	0.4%
20	1	0.4%
22	2	0.8%
24	2	0.8%
26	2	0.8%
27	1	0.4%

Value	Count	Frequency (%)
90	1	0.4%
88	1	0.4%
86	2	0.8%
84	1	0.4%
83	1	0.4%
82	2	0.8%
81	4	1.5%
80	5	1.9%
79	5	1.9%
78	3	1.1%

BEE_Status
Categorical

HIGH CORRELATION IMBALANCE

Distinct	6
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	16.0 KiB

pass	220
fail in ESE	34
absent in ESE	6
fail	1
overall fail but pass in ESE	1

Length

Max length	28
Median length	4
Mean length	5.1939163
Min length	2

Characters and Unicode

Total characters	1366
Distinct characters	19
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	1.1%

Sample

1st row	pass
2nd row	pass
3rd row	pass
4th row	fail in ESE
5th row	fail in ESE

Common Values

Value	Count	Frequency (%)
pass	220	83.7%
fail in ESE	34	12.9%
absent in ESE	6	2.3%
fail	1	0.4%
overall fail but pass in ESE	1	0.4%
FF	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pass	221	63.5%
in	41	11.8%
ese	41	11.8%
fail	36	10.3%
absent	6	1.7%
overall	1	0.3%
but	1	0.3%
ff	1	0.3%

Most occurring characters

Value	Count	Frequency (%)
s	448	32.8%
a	264	19.3%
p	221	16.2%
E	82	6.0%
i	77	5.6%
	77	5.6%
n	47	3.4%
S	41	3.0%
l	38	2.8%
f	36	2.6%
Other values (9)	35	2.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1156	84.6%
Uppercase Letter	125	9.2%
Space Separator	77	5.6%
Control	8	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	448	38.8%
a	264	22.8%
p	221	19.1%
i	77	6.7%
n	47	4.1%
l	38	3.3%
f	36	3.1%
b	7	0.6%
e	7	0.6%
t	7	0.6%
Other values (4)	4	0.3%

Uppercase Letter

Value	Count	Frequency (%)
E	82	65.6%
S	41	32.8%
F	2	1.6%

Space Separator

Value	Count	Frequency (%)
	77	100.0%

Control

Value	Count	Frequency (%)
	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1281	93.8%
Common	85	6.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	448	35.0%
a	264	20.6%
p	221	17.3%
E	82	6.4%
i	77	6.0%
n	47	3.7%
S	41	3.2%
l	38	3.0%
f	36	2.8%
b	7	0.5%
Other values (7)	20	1.6%

Common

Value	Count	Frequency (%)
	77	90.6%
	8	9.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1366	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	448	32.8%
a	264	19.3%
p	221	16.2%
E	82	6.0%
i	77	5.6%
	77	5.6%
n	47	3.4%
S	41	3.0%
l	38	2.8%
f	36	2.6%
Other values (9)	35	2.6%

BEE_Grade
Categorical

HIGH CORRELATION

Distinct	10
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	15.2 KiB

BC	57
BB	47
AB	45
CC	42
FF	38
Other values (5)	34

Length

Max length	2
Median length	2
Mean length	1.9961977
Min length	1

Characters and Unicode

Total characters	525
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	BB
2nd row	AB
3rd row	BB
4th row	FF
5th row	FF

Common Values

Value	Count	Frequency (%)
BC	57	21.7%
BB	47	17.9%
AB	45	17.1%
CC	42	16.0%
FF	38	14.4%
AA	17	6.5%
CD	10	3.8%
NP	4	1.5%
DD	2	0.8%
0	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bc	57	21.7%
bb	47	17.9%
ab	45	17.1%
cc	42	16.0%
ff	38	14.4%
aa	17	6.5%
cd	10	3.8%
np	4	1.5%
dd	2	0.8%
0	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
B	196	37.3%
C	151	28.8%
A	79	15.0%
F	76	14.5%
D	14	2.7%
N	4	0.8%
P	4	0.8%
0	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	524	99.8%
Decimal Number	1	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	196	37.4%
C	151	28.8%
A	79	15.1%
F	76	14.5%
D	14	2.7%
N	4	0.8%
P	4	0.8%

Decimal Number

Value	Count	Frequency (%)
0	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	524	99.8%
Common	1	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	196	37.4%
C	151	28.8%
A	79	15.1%
F	76	14.5%
D	14	2.7%
N	4	0.8%
P	4	0.8%

Common

Value	Count	Frequency (%)
0	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	525	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	196	37.3%
C	151	28.8%
A	79	15.0%
F	76	14.5%
D	14	2.7%
N	4	0.8%
P	4	0.8%
0	1	0.2%

BEE_Credit
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	14.9 KiB

4	220
0	43

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	263
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
4	220	83.7%
0	43	16.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	220	83.7%
0	43	16.3%

Most occurring characters

Value	Count	Frequency (%)
4	220	83.7%
0	43	16.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	263	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	220	83.7%
0	43	16.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	263	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	220	83.7%
0	43	16.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	263	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	220	83.7%
0	43	16.3%

BEE_GPA
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3117871

Minimum	0
Maximum	10
Zeros	43
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	7
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.0657138
Coefficient of variation (CV)	0.48571248
Kurtosis	0.24674108
Mean	6.3117871
Median Absolute Deviation (MAD)	1
Skewness	-1.1865432
Sum	1660
Variance	9.398601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
7	57	21.7%
8	47	17.9%
9	45	17.1%
0	43	16.3%
6	42	16.0%
10	17	6.5%
5	10	3.8%
4	2	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43	16.3%
4	2	0.8%
5	10	3.8%
6	42	16.0%
7	57	21.7%
8	47	17.9%
9	45	17.1%
10	17	6.5%

Value	Count	Frequency (%)
10	17	6.5%
9	45	17.1%
8	47	17.9%
7	57	21.7%
6	42	16.0%
5	10	3.8%
4	2	0.8%
0	43	16.3%

BEE_GPC
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.247148

Minimum	0
Maximum	40
Zeros	43
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	24
median	28
Q3	32
95-th percentile	40
Maximum	40
Range	40
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	12.262855
Coefficient of variation (CV)	0.48571248
Kurtosis	0.24674108
Mean	25.247148
Median Absolute Deviation (MAD)	4
Skewness	-1.1865432
Sum	6640
Variance	150.37762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
28	57	21.7%
32	47	17.9%
36	45	17.1%
0	43	16.3%
24	42	16.0%
40	17	6.5%
20	10	3.8%
16	2	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43	16.3%
16	2	0.8%
20	10	3.8%
24	42	16.0%
28	57	21.7%
32	47	17.9%
36	45	17.1%
40	17	6.5%

Value	Count	Frequency (%)
40	17	6.5%
36	45	17.1%
32	47	17.9%
28	57	21.7%
24	42	16.0%
20	10	3.8%
16	2	0.8%
0	43	16.3%

EM_ESE
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	66
Distinct (%)	25.3%
Missing	2
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	28.16092

Minimum	0
Maximum	89
Zeros	134
Zeros (%)	51.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	59
95-th percentile	79
Maximum	89
Range	89
Interquartile range (IQR)	59

Descriptive statistics

Standard deviation	31.594622
Coefficient of variation (CV)	1.1219315
Kurtosis	-1.5198006
Mean	28.16092
Median Absolute Deviation (MAD)	0
Skewness	0.42530892
Sum	7350
Variance	998.22016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	134	51.0%
50	7	2.7%
59	5	1.9%
60	5	1.9%
58	5	1.9%
79	4	1.5%
61	4	1.5%
64	4	1.5%
48	4	1.5%
77	3	1.1%
Other values (56)	86	32.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	134	51.0%
2	1	0.4%
5	1	0.4%
11	1	0.4%
14	1	0.4%
18	1	0.4%
19	1	0.4%
21	1	0.4%
23	1	0.4%
29	2	0.8%

Value	Count	Frequency (%)
89	1	0.4%
88	1	0.4%
87	2	0.8%
85	1	0.4%
84	2	0.8%
83	1	0.4%
82	1	0.4%
81.5	1	0.4%
81	1	0.4%
80	2	0.8%

EM_Total
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	43
Distinct (%)	16.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.619772

Minimum	0
Maximum	93
Zeros	133
Zeros (%)	50.6%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	73
95-th percentile	85
Maximum	93
Range	93
Interquartile range (IQR)	73

Descriptive statistics

Standard deviation	36.965425
Coefficient of variation (CV)	1.0377783
Kurtosis	-1.8733715
Mean	35.619772
Median Absolute Deviation (MAD)	0
Skewness	0.14272693
Sum	9368
Variance	1366.4427
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	133	50.6%
70	9	3.4%
71	8	3.0%
74	8	3.0%
69	6	2.3%
85	6	2.3%
81	6	2.3%
77	6	2.3%
79	5	1.9%
80	5	1.9%
Other values (33)	71	27.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	133	50.6%
21	1	0.4%
44	3	1.1%
46	1	0.4%
48	2	0.8%
50	2	0.8%
53	1	0.4%
56	2	0.8%
57	1	0.4%
58	1	0.4%

Value	Count	Frequency (%)
93	2	0.8%
91	1	0.4%
89	1	0.4%
88	1	0.4%
87	3	1.1%
86	1	0.4%
85	6	2.3%
84	2	0.8%
83	3	1.1%
82	2	0.8%

EM_Status
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	13.6 KiB

EM_Grade
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	13.2 KiB

EM_Credit
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	14.9 KiB

0	146
3	117

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	263
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	146	55.5%
3	117	44.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	146	55.5%
3	117	44.5%

Most occurring characters

Value	Count	Frequency (%)
0	146	55.5%
3	117	44.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	263	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	146	55.5%
3	117	44.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	263	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	146	55.5%
3	117	44.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	263	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	146	55.5%
3	117	44.5%

EM_GPA
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8326996

Minimum	0
Maximum	10
Zeros	146
Zeros (%)	55.5%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.3363539
Coefficient of variation (CV)	1.1314098
Kurtosis	-1.8539843
Mean	3.8326996
Median Absolute Deviation (MAD)	0
Skewness	0.28611214
Sum	1008
Variance	18.803965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	146	55.5%
9	43	16.3%
8	39	14.8%
10	22	8.4%
7	11	4.2%
6	2	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	146	55.5%
6	2	0.8%
7	11	4.2%
8	39	14.8%
9	43	16.3%
10	22	8.4%

Value	Count	Frequency (%)
10	22	8.4%
9	43	16.3%
8	39	14.8%
7	11	4.2%
6	2	0.8%
0	146	55.5%

EM_GPC
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.612167

Minimum	0
Maximum	30
Zeros	145
Zeros (%)	55.1%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	25.5
95-th percentile	30
Maximum	30
Range	30
Interquartile range (IQR)	25.5

Descriptive statistics

Standard deviation	13.039348
Coefficient of variation (CV)	1.1229039
Kurtosis	-1.8615555
Mean	11.612167
Median Absolute Deviation (MAD)	0
Skewness	0.27130181
Sum	3054
Variance	170.02458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	145	55.1%
27	43	16.3%
24	39	14.8%
30	23	8.7%
21	11	4.2%
18	2	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	145	55.1%
18	2	0.8%
21	11	4.2%
24	39	14.8%
27	43	16.3%
30	23	8.7%

Value	Count	Frequency (%)
30	23	8.7%
27	43	16.3%
24	39	14.8%
21	11	4.2%
18	2	0.8%
0	145	55.1%

EG_ESE
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	66
Distinct (%)	25.5%
Missing	4
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	26.127413

Minimum	0
Maximum	99
Zeros	130
Zeros (%)	49.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	54
95-th percentile	78.2
Maximum	99
Range	99
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	30.505229
Coefficient of variation (CV)	1.1675564
Kurtosis	-1.0500187
Mean	26.127413
Median Absolute Deviation (MAD)	0
Skewness	0.65079122
Sum	6767
Variance	930.56897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	130	49.4%
61	6	2.3%
48	5	1.9%
47	4	1.5%
56	4	1.5%
55	4	1.5%
39	4	1.5%
69	4	1.5%
27	4	1.5%
54	4	1.5%
Other values (56)	90	34.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	130	49.4%
2	1	0.4%
8	1	0.4%
9	1	0.4%
11	1	0.4%
12	2	0.8%
13	1	0.4%
14	2	0.8%
16	1	0.4%
18	3	1.1%

Value	Count	Frequency (%)
99	1	0.4%
98	1	0.4%
94	1	0.4%
92	1	0.4%
91	2	0.8%
90	1	0.4%
89	1	0.4%
88	1	0.4%
87	1	0.4%
85	1	0.4%

EG_Total
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	55
Distinct (%)	21.1%
Missing	2
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	35.218391

Minimum	0
Maximum	96
Zeros	130
Zeros (%)	49.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	9
Q3	74
95-th percentile	87
Maximum	96
Range	96
Interquartile range (IQR)	74

Descriptive statistics

Standard deviation	36.685281
Coefficient of variation (CV)	1.0416512
Kurtosis	-1.7821949
Mean	35.218391
Median Absolute Deviation (MAD)	9
Skewness	0.19777143
Sum	9192
Variance	1345.8098
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	130	49.4%
80	8	3.0%
76	7	2.7%
77	6	2.3%
69	6	2.3%
65	4	1.5%
78	4	1.5%
82	4	1.5%
61	4	1.5%
86	4	1.5%
Other values (45)	84	31.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	130	49.4%
9	1	0.4%
33	1	0.4%
38	2	0.8%
39	1	0.4%
41	1	0.4%
43	1	0.4%
44	1	0.4%
45	1	0.4%
46	1	0.4%

Value	Count	Frequency (%)
96	1	0.4%
95	1	0.4%
94	1	0.4%
92	2	0.8%
90	3	1.1%
89	1	0.4%
88	3	1.1%
87	2	0.8%
86	4	1.5%
85	1	0.4%

EG_Status
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	13.7 KiB

EG_Grade
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	13.2 KiB

EG_Credit
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	14.9 KiB

0	151
3	111
8	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	263
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	151	57.4%
3	111	42.2%
8	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	151	57.4%
3	111	42.2%
8	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	151	57.4%
3	111	42.2%
8	1	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	263	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	151	57.4%
3	111	42.2%
8	1	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	263	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	151	57.4%
3	111	42.2%
8	1	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	263	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	151	57.4%
3	111	42.2%
8	1	0.4%

EG_GPA
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6387833

Minimum	0
Maximum	24
Zeros	151
Zeros (%)	57.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	10
Maximum	24
Range	24
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.4226535
Coefficient of variation (CV)	1.215421
Kurtosis	-0.18893206
Mean	3.6387833
Median Absolute Deviation (MAD)	0
Skewness	0.69804897
Sum	957
Variance	19.559864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	151	57.4%
9	39	14.8%
10	23	8.7%
8	23	8.7%
7	16	6.1%
6	6	2.3%
5	4	1.5%
24	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	151	57.4%
5	4	1.5%
6	6	2.3%
7	16	6.1%
8	23	8.7%
9	39	14.8%
10	23	8.7%
24	1	0.4%

Value	Count	Frequency (%)
24	1	0.4%
10	23	8.7%
9	39	14.8%
8	23	8.7%
7	16	6.1%
6	6	2.3%
5	4	1.5%
0	151	57.4%

EG_GPC
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.901141

Minimum	0
Maximum	68
Zeros	151
Zeros (%)	57.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	24
95-th percentile	30
Maximum	68
Range	68
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	13.19979
Coefficient of variation (CV)	1.2108632
Kurtosis	-0.55169692
Mean	10.901141
Median Absolute Deviation (MAD)	0
Skewness	0.64232322
Sum	2867
Variance	174.23446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	151	57.4%
27	39	14.8%
30	23	8.7%
24	23	8.7%
21	16	6.1%
18	6	2.3%
15	4	1.5%
68	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	151	57.4%
15	4	1.5%
18	6	2.3%
21	16	6.1%
24	23	8.7%
27	39	14.8%
30	23	8.7%
68	1	0.4%

Value	Count	Frequency (%)
68	1	0.4%
30	23	8.7%
27	39	14.8%
24	23	8.7%
21	16	6.1%
18	6	2.3%
15	4	1.5%
0	151	57.4%

SS_Total
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	16.8%
Missing	1
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	76.973282

Minimum	32
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	32
5-th percentile	59
Q1	73
median	79
Q3	83
95-th percentile	88.95
Maximum	94
Range	62
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.42663
Coefficient of variation (CV)	0.12246626
Kurtosis	2.705578
Mean	76.973282
Median Absolute Deviation (MAD)	5.5
Skewness	-1.2860093
Sum	20167
Variance	88.861352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
81	20	7.6%
78	15	5.7%
82	14	5.3%
80	14	5.3%
83	13	4.9%
73	13	4.9%
74	12	4.6%
86	11	4.2%
79	11	4.2%
84	10	3.8%
Other values (34)	129	49.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32	1	0.4%
38	1	0.4%
48	1	0.4%
49	1	0.4%
52	1	0.4%
53	2	0.8%
54	1	0.4%
57	2	0.8%
58	3	1.1%
59	2	0.8%

Value	Count	Frequency (%)
94	1	0.4%
92	2	0.8%
91	1	0.4%
90	4	1.5%
89	6	2.3%
88	9	3.4%
87	10	3.8%
86	11	4.2%
85	10	3.8%
84	10	3.8%

SS_Status
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	15.7 KiB

pass	260
fail	2
BC	1

Length

Max length	4
Median length	4
Mean length	3.9923954
Min length	2

Characters and Unicode

Total characters	1050
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	pass
2nd row	pass
3rd row	pass
4th row	pass
5th row	pass

Common Values

Value	Count	Frequency (%)
pass	260	98.9%
fail	2	0.8%
BC	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pass	260	98.9%
fail	2	0.8%
bc	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
s	520	49.5%
a	262	25.0%
p	260	24.8%
f	2	0.2%
i	2	0.2%
l	2	0.2%
B	1	0.1%
C	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1048	99.8%
Uppercase Letter	2	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	520	49.6%
a	262	25.0%
p	260	24.8%
f	2	0.2%
i	2	0.2%
l	2	0.2%

Uppercase Letter

Value	Count	Frequency (%)
B	1	50.0%
C	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1050	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	520	49.5%
a	262	25.0%
p	260	24.8%
f	2	0.2%
i	2	0.2%
l	2	0.2%
B	1	0.1%
C	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1050	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	520	49.5%
a	262	25.0%
p	260	24.8%
f	2	0.2%
i	2	0.2%
l	2	0.2%
B	1	0.1%
C	1	0.1%

SS_Grade
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Memory size	15.2 KiB

AB	94
AA	64
BB	55
BC	28
CC	13
Other values (4)	9

Length

Max length	2
Median length	2
Mean length	1.9961977
Min length	1

Characters and Unicode

Total characters	525
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.8%

Sample

1st row	AA
2nd row	AA
3rd row	BC
4th row	BB
5th row	CC

Common Values

Value	Count	Frequency (%)
AB	94	35.7%
AA	64	24.3%
BB	55	20.9%
BC	28	10.6%
CC	13	4.9%
CD	5	1.9%
FF	2	0.8%
DD	1	0.4%
2	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ab	94	35.7%
aa	64	24.3%
bb	55	20.9%
bc	28	10.6%
cc	13	4.9%
cd	5	1.9%
ff	2	0.8%
dd	1	0.4%
2	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
B	232	44.2%
A	222	42.3%
C	59	11.2%
D	7	1.3%
F	4	0.8%
2	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	524	99.8%
Decimal Number	1	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	232	44.3%
A	222	42.4%
C	59	11.3%
D	7	1.3%
F	4	0.8%

Decimal Number

Value	Count	Frequency (%)
2	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	524	99.8%
Common	1	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	232	44.3%
A	222	42.4%
C	59	11.3%
D	7	1.3%
F	4	0.8%

Common

Value	Count	Frequency (%)
2	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	525	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	232	44.2%
A	222	42.3%
C	59	11.2%
D	7	1.3%
F	4	0.8%
2	1	0.2%

SS_Credit
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	14.9 KiB

2	260
0	2
7	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	263
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	260	98.9%
0	2	0.8%
7	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	260	98.9%
0	2	0.8%
7	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
2	260	98.9%
0	2	0.8%
7	1	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	263	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	260	98.9%
0	2	0.8%
7	1	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	263	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	260	98.9%
0	2	0.8%
7	1	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	263	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	260	98.9%
0	2	0.8%
7	1	0.4%

SS_GPA
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5285171

Minimum	0
Maximum	14
Zeros	2
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	8
median	9
Q3	9
95-th percentile	10
Maximum	14
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.4898334
Coefficient of variation (CV)	0.17468844
Kurtosis	7.7980047
Mean	8.5285171
Median Absolute Deviation (MAD)	1
Skewness	-1.7374696
Sum	2243
Variance	2.2196035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
9	94	35.7%
10	64	24.3%
8	55	20.9%
7	28	10.6%
6	13	4.9%
5	5	1.9%
0	2	0.8%
4	1	0.4%
14	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.8%
4	1	0.4%
5	5	1.9%
6	13	4.9%
7	28	10.6%
8	55	20.9%
9	94	35.7%
10	64	24.3%
14	1	0.4%

Value	Count	Frequency (%)
14	1	0.4%
10	64	24.3%
9	94	35.7%
8	55	20.9%
7	28	10.6%
6	13	4.9%
5	5	1.9%
4	1	0.4%
0	2	0.8%

SS_GPC
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.258555

Minimum	0
Maximum	81
Zeros	2
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	16
median	18
Q3	18
95-th percentile	20
Maximum	81
Range	81
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.897584
Coefficient of variation (CV)	0.28377717
Kurtosis	110.47649
Mean	17.258555
Median Absolute Deviation (MAD)	2
Skewness	8.0008372
Sum	4539
Variance	23.986329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
18	94	35.7%
20	64	24.3%
16	55	20.9%
14	28	10.6%
12	13	4.9%
10	5	1.9%
0	2	0.8%
8	1	0.4%
81	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.8%
8	1	0.4%
10	5	1.9%
12	13	4.9%
14	28	10.6%
16	55	20.9%
18	94	35.7%
20	64	24.3%
81	1	0.4%

Value	Count	Frequency (%)
81	1	0.4%
20	64	24.3%
18	94	35.7%
16	55	20.9%
14	28	10.6%
12	13	4.9%
10	5	1.9%
8	1	0.4%
0	2	0.8%

PSOOP_Total
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	19.1%
Missing	1
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	78.278626

Minimum	40
Maximum	97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	40
5-th percentile	55.05
Q1	74
median	80
Q3	86
95-th percentile	93
Maximum	97
Range	57
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	11.133234
Coefficient of variation (CV)	0.14222572
Kurtosis	0.69846126
Mean	78.278626
Median Absolute Deviation (MAD)	6
Skewness	-0.9365275
Sum	20509
Variance	123.94889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77	15	5.7%
85	14	5.3%
83	14	5.3%
84	13	4.9%
78	13	4.9%
81	12	4.6%
86	11	4.2%
75	10	3.8%
80	9	3.4%
87	8	3.0%
Other values (40)	143	54.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40	1	0.4%
41	1	0.4%
46	1	0.4%
48	1	0.4%
50	1	0.4%
51	1	0.4%
52	1	0.4%
53	2	0.8%
54	2	0.8%
55	3	1.1%

Value	Count	Frequency (%)
97	1	0.4%
96	3	1.1%
95	2	0.8%
94	5	1.9%
93	5	1.9%
92	6	2.3%
91	8	3.0%
90	6	2.3%
89	7	2.7%
88	7	2.7%

PSOOP_Status
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	15.7 KiB

pass	262
AB	1

Length

Max length	4
Median length	4
Mean length	3.9923954
Min length	2

Characters and Unicode

Total characters	1050
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	pass
2nd row	pass
3rd row	pass
4th row	pass
5th row	pass

Common Values

Value	Count	Frequency (%)
pass	262	99.6%
AB	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pass	262	99.6%
ab	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
s	524	49.9%
p	262	25.0%
a	262	25.0%
A	1	0.1%
B	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1048	99.8%
Uppercase Letter	2	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	524	50.0%
p	262	25.0%
a	262	25.0%

Uppercase Letter

Value	Count	Frequency (%)
A	1	50.0%
B	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1050	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	524	49.9%
p	262	25.0%
a	262	25.0%
A	1	0.1%
B	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1050	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	524	49.9%
p	262	25.0%
a	262	25.0%
A	1	0.1%
B	1	0.1%

PSOOP_Grade
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	15.2 KiB

AB	89
AA	69
BB	55
BC	26
CC	14
Other values (3)	10

Length

Max length	2
Median length	2
Mean length	1.9961977
Min length	1

Characters and Unicode

Total characters	525
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	AA
2nd row	AA
3rd row	BB
4th row	BB
5th row	BB

Common Values

Value	Count	Frequency (%)
AB	89	33.8%
AA	69	26.2%
BB	55	20.9%
BC	26	9.9%
CC	14	5.3%
CD	7	2.7%
DD	2	0.8%
3	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ab	89	33.8%
aa	69	26.2%
bb	55	20.9%
bc	26	9.9%
cc	14	5.3%
cd	7	2.7%
dd	2	0.8%
3	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
A	227	43.2%
B	225	42.9%
C	61	11.6%
D	11	2.1%
3	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	524	99.8%
Decimal Number	1	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	227	43.3%
B	225	42.9%
C	61	11.6%
D	11	2.1%

Decimal Number

Value	Count	Frequency (%)
3	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	524	99.8%
Common	1	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	227	43.3%
B	225	42.9%
C	61	11.6%
D	11	2.1%

Common

Value	Count	Frequency (%)
3	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	525	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	227	43.2%
B	225	42.9%
C	61	11.6%
D	11	2.1%
3	1	0.2%

PSOOP_Credit
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	14.9 KiB

3	262
9	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	263
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
3	262	99.6%
9	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	262	99.6%
9	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
3	262	99.6%
9	1	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	263	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	262	99.6%
9	1	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	263	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	262	99.6%
9	1	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	263	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	262	99.6%
9	1	0.4%

PSOOP_GPA
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.6197719

Minimum	4
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	4
5-th percentile	6
Q1	8
median	9
Q3	10
95-th percentile	10
Maximum	27
Range	23
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.7495661
Coefficient of variation (CV)	0.20297128
Kurtosis	45.873199
Mean	8.6197719
Median Absolute Deviation (MAD)	1
Skewness	3.9436185
Sum	2267
Variance	3.0609816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
9	89	33.8%
10	69	26.2%
8	55	20.9%
7	26	9.9%
6	14	5.3%
5	7	2.7%
4	2	0.8%
27	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	0.8%
5	7	2.7%
6	14	5.3%
7	26	9.9%
8	55	20.9%
9	89	33.8%
10	69	26.2%
27	1	0.4%

Value	Count	Frequency (%)
27	1	0.4%
10	69	26.2%
9	89	33.8%
8	55	20.9%
7	26	9.9%
6	14	5.3%
5	7	2.7%
4	2	0.8%

PSOOP_GPC
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.878327

Minimum	12
Maximum	86
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	12
5-th percentile	18
Q1	24
median	27
Q3	30
95-th percentile	30
Maximum	86
Range	74
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.4542184
Coefficient of variation (CV)	0.21076395
Kurtosis	55.775047
Mean	25.878327
Median Absolute Deviation (MAD)	3
Skewness	4.6859271
Sum	6806
Variance	29.748498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
27	89	33.8%
30	69	26.2%
24	55	20.9%
21	26	9.9%
18	14	5.3%
15	7	2.7%
12	2	0.8%
86	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	2	0.8%
15	7	2.7%
18	14	5.3%
21	26	9.9%
24	55	20.9%
27	89	33.8%
30	69	26.2%
86	1	0.4%

Value	Count	Frequency (%)
86	1	0.4%
30	69	26.2%
27	89	33.8%
24	55	20.9%
21	26	9.9%
18	14	5.3%
15	7	2.7%
12	2	0.8%

UHV_Total
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	14.2%
Missing	2
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	79.716475

Minimum	47
Maximum	93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	47
5-th percentile	66
Q1	76
median	81
Q3	86
95-th percentile	89
Maximum	93
Range	46
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.6874071
Coefficient of variation (CV)	0.096434358
Kurtosis	2.7054578
Mean	79.716475
Median Absolute Deviation (MAD)	5
Skewness	-1.3193094
Sum	20806
Variance	59.096228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
86	38	14.4%
81	19	7.2%
76	19	7.2%
82	17	6.5%
83	16	6.1%
79	14	5.3%
78	11	4.2%
80	11	4.2%
77	11	4.2%
87	10	3.8%
Other values (27)	95	36.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47	1	0.4%
51	1	0.4%
52	1	0.4%
53	1	0.4%
55	1	0.4%
56	1	0.4%
58	1	0.4%
60	1	0.4%
61	2	0.8%
63	1	0.4%

Value	Count	Frequency (%)
93	3	1.1%
92	3	1.1%
90	5	1.9%
89	10	3.8%
88	3	1.1%
87	10	3.8%
86	38	14.4%
85	7	2.7%
84	9	3.4%
83	16	6.1%

UHV_Status
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	15.7 KiB

pass	260
absent	1
#REF!	1
AA	1

Length

Max length	6
Median length	4
Mean length	4.0038023
Min length	2

Characters and Unicode

Total characters	1053
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	1.1%

Sample

1st row	pass
2nd row	pass
3rd row	pass
4th row	pass
5th row	pass

Common Values

Value	Count	Frequency (%)
pass	260	98.9%
absent	1	0.4%
#REF!	1	0.4%
AA	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pass	260	98.9%
absent	1	0.4%
ref	1	0.4%
aa	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
s	521	49.5%
a	261	24.8%
p	260	24.7%
A	2	0.2%
b	1	0.1%
e	1	0.1%
n	1	0.1%
#	1	0.1%
t	1	0.1%
R	1	0.1%
Other values (3)	3	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1046	99.3%
Uppercase Letter	5	0.5%
Other Punctuation	2	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	521	49.8%
a	261	25.0%
p	260	24.9%
b	1	0.1%
e	1	0.1%
n	1	0.1%
t	1	0.1%

Uppercase Letter

Value	Count	Frequency (%)
A	2	40.0%
R	1	20.0%
E	1	20.0%
F	1	20.0%

Other Punctuation

Value	Count	Frequency (%)
#	1	50.0%
!	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1051	99.8%
Common	2	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	521	49.6%
a	261	24.8%
p	260	24.7%
A	2	0.2%
b	1	0.1%
e	1	0.1%
n	1	0.1%
t	1	0.1%
R	1	0.1%
E	1	0.1%

Common

Value	Count	Frequency (%)
#	1	50.0%
!	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1053	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	521	49.5%
a	261	24.8%
p	260	24.7%
A	2	0.2%
b	1	0.1%
e	1	0.1%
n	1	0.1%
#	1	0.1%
t	1	0.1%
R	1	0.1%
Other values (3)	3	0.3%

UHV_Grade
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	15.2 KiB

AB	104
AA	72
BB	64
BC	11
CC	6
Other values (3)	6

Length

Max length	2
Median length	2
Mean length	1.9961977
Min length	1

Characters and Unicode

Total characters	525
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.8%

Sample

1st row	BB
2nd row	AA
3rd row	BB
4th row	BB
5th row	BC

Common Values

Value	Count	Frequency (%)
AB	104	39.5%
AA	72	27.4%
BB	64	24.3%
BC	11	4.2%
CC	6	2.3%
CD	4	1.5%
FF	1	0.4%
2	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ab	104	39.5%
aa	72	27.4%
bb	64	24.3%
bc	11	4.2%
cc	6	2.3%
cd	4	1.5%
ff	1	0.4%
2	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
A	248	47.2%
B	243	46.3%
C	27	5.1%
D	4	0.8%
F	2	0.4%
2	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	524	99.8%
Decimal Number	1	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	248	47.3%
B	243	46.4%
C	27	5.2%
D	4	0.8%
F	2	0.4%

Decimal Number

Value	Count	Frequency (%)
2	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	524	99.8%
Common	1	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	248	47.3%
B	243	46.4%
C	27	5.2%
D	4	0.8%
F	2	0.4%

Common

Value	Count	Frequency (%)
2	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	525	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	248	47.2%
B	243	46.3%
C	27	5.1%
D	4	0.8%
F	2	0.4%
2	1	0.2%

UHV_Credit
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	14.9 KiB

2	261
0	1
10	1

Length

Max length	2
Median length	1
Mean length	1.0038023
Min length	1

Characters and Unicode

Total characters	264
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.8%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	261	99.2%
0	1	0.4%
10	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	261	99.2%
0	1	0.4%
10	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
2	261	98.9%
0	2	0.8%
1	1	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	264	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	261	98.9%
0	2	0.8%
1	1	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	264	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	261	98.9%
0	2	0.8%
1	1	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	261	98.9%
0	2	0.8%
1	1	0.4%

UHV_GPA
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.8250951

Minimum	0
Maximum	20
Zeros	1
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	8
median	9
Q3	10
95-th percentile	10
Maximum	20
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3702877
Coefficient of variation (CV)	0.15527172
Kurtosis	22.649003
Mean	8.8250951
Median Absolute Deviation (MAD)	1
Skewness	0.54341848
Sum	2321
Variance	1.8776884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
9	104	39.5%
10	72	27.4%
8	64	24.3%
7	11	4.2%
6	6	2.3%
5	4	1.5%
0	1	0.4%
20	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.4%
5	4	1.5%
6	6	2.3%
7	11	4.2%
8	64	24.3%
9	104	39.5%
10	72	27.4%
20	1	0.4%

Value	Count	Frequency (%)
20	1	0.4%
10	72	27.4%
9	104	39.5%
8	64	24.3%
7	11	4.2%
6	6	2.3%
5	4	1.5%
0	1	0.4%

UHV_GPC
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.634981

Minimum	0
Maximum	36
Zeros	1
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	16
median	18
Q3	20
95-th percentile	20
Maximum	36
Range	36
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.6247197
Coefficient of variation (CV)	0.14883598
Kurtosis	16.280902
Mean	17.634981
Median Absolute Deviation (MAD)	2
Skewness	-0.42426552
Sum	4638
Variance	6.8891533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
18	104	39.5%
20	72	27.4%
16	64	24.3%
14	11	4.2%
12	6	2.3%
10	4	1.5%
0	1	0.4%
36	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.4%
10	4	1.5%
12	6	2.3%
14	11	4.2%
16	64	24.3%
18	104	39.5%
20	72	27.4%
36	1	0.4%

Value	Count	Frequency (%)
36	1	0.4%
20	72	27.4%
18	104	39.5%
16	64	24.3%
14	11	4.2%
12	6	2.3%
10	4	1.5%
0	1	0.4%

LLC_Total
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	57
Distinct (%)	22.5%
Missing	10
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%
Mean	81.322134

Minimum	16
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	16
5-th percentile	52.3
Q1	75
median	86
Q3	91
95-th percentile	96
Maximum	100
Range	84
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	14.148097
Coefficient of variation (CV)	0.17397596
Kurtosis	2.077975
Mean	81.322134
Median Absolute Deviation (MAD)	9
Skewness	-1.3018952
Sum	20574.5
Variance	200.16864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	31	11.8%
95	30	11.4%
88	16	6.1%
86	11	4.2%
75	10	3.8%
96	9	3.4%
80	9	3.4%
82	7	2.7%
65	7	2.7%
91	7	2.7%
Other values (47)	116	44.1%
(Missing)	10	3.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	1	0.4%
25	1	0.4%
44	1	0.4%
45	1	0.4%
46	1	0.4%
48	2	0.8%
50	3	1.1%
51	2	0.8%
52	1	0.4%
52.5	1	0.4%

Value	Count	Frequency (%)
100	5	1.9%
98	1	0.4%
97	6	2.3%
96	9	3.4%
95	30	11.4%
94	3	1.1%
92	4	1.5%
91	7	2.7%
90	31	11.8%
89	4	1.5%

LLC_Grade
Categorical

HIGH CORRELATION MISSING

Distinct	10
Distinct (%)	3.9%
Missing	6
Missing (%)	2.3%
Memory size	15.2 KiB

AA	132
AB	69
BB	29
CC	8
BC	5
Other values (5)	14

Length

Max length	2
Median length	2
Mean length	1.9961089
Min length	1

Characters and Unicode

Total characters	513
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	BB
2nd row	AB
3rd row	BB
4th row	CC
5th row	AB

Common Values

Value	Count	Frequency (%)
AA	132	50.2%
AB	69	26.2%
BB	29	11.0%
CC	8	3.0%
BC	5	1.9%
CD	5	1.9%
NG	4	1.5%
DD	2	0.8%
FF	2	0.8%
0	1	0.4%
(Missing)	6	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
aa	132	51.4%
ab	69	26.8%
bb	29	11.3%
cc	8	3.1%
bc	5	1.9%
cd	5	1.9%
ng	4	1.6%
dd	2	0.8%
ff	2	0.8%
0	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
A	333	64.9%
B	132	25.7%
C	26	5.1%
D	9	1.8%
N	4	0.8%
G	4	0.8%
F	4	0.8%
0	1	0.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	512	99.8%
Decimal Number	1	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	333	65.0%
B	132	25.8%
C	26	5.1%
D	9	1.8%
N	4	0.8%
G	4	0.8%
F	4	0.8%

Decimal Number

Value	Count	Frequency (%)
0	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	512	99.8%
Common	1	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	333	65.0%
B	132	25.8%
C	26	5.1%
D	9	1.8%
N	4	0.8%
G	4	0.8%
F	4	0.8%

Common

Value	Count	Frequency (%)
0	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	513	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	333	64.9%
B	132	25.7%
C	26	5.1%
D	9	1.8%
N	4	0.8%
G	4	0.8%
F	4	0.8%
0	1	0.2%

LLC_Credit
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	14.9 KiB

1	250
0	13

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	263
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	250	95.1%
0	13	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	250	95.1%
0	13	4.9%

Most occurring characters

Value	Count	Frequency (%)
1	250	95.1%
0	13	4.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	263	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	250	95.1%
0	13	4.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	263	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	250	95.1%
0	13	4.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	263	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	250	95.1%
0	13	4.9%

LLC_GPA
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7034221

Minimum	0
Maximum	10
Zeros	13
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	9
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.3222019
Coefficient of variation (CV)	0.26681481
Kurtosis	7.3544889
Mean	8.7034221
Median Absolute Deviation (MAD)	0
Skewness	-2.7444812
Sum	2289
Variance	5.3926218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
10	132	50.2%
9	69	26.2%
8	29	11.0%
0	13	4.9%
6	8	3.0%
7	5	1.9%
5	5	1.9%
4	2	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	4.9%
4	2	0.8%
5	5	1.9%
6	8	3.0%
7	5	1.9%
8	29	11.0%
9	69	26.2%
10	132	50.2%

Value	Count	Frequency (%)
10	132	50.2%
9	69	26.2%
8	29	11.0%
7	5	1.9%
6	8	3.0%
5	5	1.9%
4	2	0.8%
0	13	4.9%

LLC_GPC
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7034221

Minimum	0
Maximum	10
Zeros	13
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	9
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.3222019
Coefficient of variation (CV)	0.26681481
Kurtosis	7.3544889
Mean	8.7034221
Median Absolute Deviation (MAD)	0
Skewness	-2.7444812
Sum	2289
Variance	5.3926218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
10	132	50.2%
9	69	26.2%
8	29	11.0%
0	13	4.9%
6	8	3.0%
7	5	1.9%
5	5	1.9%
4	2	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	4.9%
4	2	0.8%
5	5	1.9%
6	8	3.0%
7	5	1.9%
8	29	11.0%
9	69	26.2%
10	132	50.2%

Value	Count	Frequency (%)
10	132	50.2%
9	69	26.2%
8	29	11.0%
7	5	1.9%
6	8	3.0%
5	5	1.9%
4	2	0.8%
0	13	4.9%

Total_Credits
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	15.7 KiB

19.0	263

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	1052
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	19.0
2nd row	19.0
3rd row	19.0
4th row	19.0
5th row	19.0

Common Values

Value	Count	Frequency (%)
19.0	263	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
19.0	263	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	263	25.0%
9	263	25.0%
.	263	25.0%
0	263	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	789	75.0%
Other Punctuation	263	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	263	33.3%
9	263	33.3%
0	263	33.3%

Other Punctuation

Value	Count	Frequency (%)
.	263	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1052	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	263	25.0%
9	263	25.0%
.	263	25.0%
0	263	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1052	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	263	25.0%
9	263	25.0%
.	263	25.0%
0	263	25.0%

Total_Credits_Earned
Real number (ℝ)

HIGH CORRELATION

Distinct	11
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.444867

Minimum	6
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	6
5-th percentile	8
Q1	19
median	19
Q3	19
95-th percentile	19
Maximum	19
Range	13
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.3021798
Coefficient of variation (CV)	0.18929235
Kurtosis	3.1070167
Mean	17.444867
Median Absolute Deviation (MAD)	0
Skewness	-2.0878191
Sum	4588
Variance	10.904391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
19	202	76.8%
15	19	7.2%
8	14	5.3%
12	9	3.4%
18	5	1.9%
7	3	1.1%
16	3	1.1%
10	3	1.1%
11	2	0.8%
14	2	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	0.4%
7	3	1.1%
8	14	5.3%
10	3	1.1%
11	2	0.8%
12	9	3.4%
14	2	0.8%
15	19	7.2%
16	3	1.1%
18	5	1.9%

Value	Count	Frequency (%)
19	202	76.8%
18	5	1.9%
16	3	1.1%
15	19	7.2%
14	2	0.8%
12	9	3.4%
11	2	0.8%
10	3	1.1%
8	14	5.3%
7	3	1.1%

Total_GPC_Earned
Real number (ℝ)

HIGH CORRELATION

Distinct	109
Distinct (%)	41.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	144.62738

Minimum	35
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	35
5-th percentile	59.2
Q1	131
median	156
Q3	171
95-th percentile	184.9
Maximum	190
Range	155
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	37.232275
Coefficient of variation (CV)	0.25743587
Kurtosis	0.66258619
Mean	144.62738
Median Absolute Deviation (MAD)	17
Skewness	-1.2349617
Sum	38037
Variance	1386.2423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
171	9	3.4%
159	9	3.4%
173	7	2.7%
148	6	2.3%
156	6	2.3%
186	6	2.3%
155	6	2.3%
163	6	2.3%
145	5	1.9%
154	5	1.9%
Other values (99)	198	75.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	0.4%
38	1	0.4%
39	1	0.4%
43	1	0.4%
47	1	0.4%
49	1	0.4%
50	1	0.4%
52	1	0.4%
55	1	0.4%
56	1	0.4%

Value	Count	Frequency (%)
190	1	0.4%
189	1	0.4%
188	2	0.8%
187	2	0.8%
186	6	2.3%
185	2	0.8%
184	2	0.8%
183	4	1.5%
182	5	1.9%
181	4	1.5%

SGPA
Real number (ℝ)

HIGH CORRELATION

Distinct	114
Distinct (%)	43.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6379588

Minimum	0.18421053
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0.18421053
5-th percentile	0.31157895
Q1	6.605
median	8.16
Q3	9
95-th percentile	9.734
Maximum	10
Range	9.8157895
Interquartile range (IQR)	2.395

Descriptive statistics

Standard deviation	3.4836655
Coefficient of variation (CV)	0.52480976
Kurtosis	-0.53373266
Mean	6.6379588
Median Absolute Deviation (MAD)	0.95
Skewness	-1.1162199
Sum	1745.7832
Variance	12.135925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	9	3.4%
8.37	9	3.4%
9.11	7	2.7%
9.79	6	2.3%
7.79	6	2.3%
8.21	6	2.3%
8.58	6	2.3%
8.16	6	2.3%
9.42	5	1.9%
9.58	5	1.9%
Other values (104)	198	75.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1842105263	1	0.4%
0.2	1	0.4%
0.2052631579	1	0.4%
0.2263157895	1	0.4%
0.2473684211	1	0.4%
0.2578947368	1	0.4%
0.2631578947	1	0.4%
0.2736842105	1	0.4%
0.2894736842	1	0.4%
0.2947368421	1	0.4%

Value	Count	Frequency (%)
10	1	0.4%
9.95	1	0.4%
9.89	2	0.8%
9.84	2	0.8%
9.79	6	2.3%
9.74	2	0.8%
9.68	2	0.8%
9.63	4	1.5%
9.58	5	1.9%
9.53	4	1.5%

Result
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	17.3 KiB

Successful	202
Unsuccessful	61

Length

Max length	12
Median length	10
Mean length	10.463878
Min length	10

Characters and Unicode

Total characters	2752
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Successful
2nd row	Successful
3rd row	Successful
4th row	Unsuccessful
5th row	Unsuccessful

Common Values

Value	Count	Frequency (%)
Successful	202	76.8%
Unsuccessful	61	23.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
successful	202	76.8%
unsuccessful	61	23.2%

Most occurring characters

Value	Count	Frequency (%)
s	587	21.3%
c	526	19.1%
u	526	19.1%
f	263	9.6%
e	263	9.6%
l	263	9.6%
S	202	7.3%
U	61	2.2%
n	61	2.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2489	90.4%
Uppercase Letter	263	9.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	587	23.6%
c	526	21.1%
u	526	21.1%
f	263	10.6%
e	263	10.6%
l	263	10.6%
n	61	2.5%

Uppercase Letter

Value	Count	Frequency (%)
S	202	76.8%
U	61	23.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2752	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	587	21.3%
c	526	19.1%
u	526	19.1%
f	263	9.6%
e	263	9.6%
l	263	9.6%
S	202	7.3%
U	61	2.2%
n	61	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2752	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	587	21.3%
c	526	19.1%
u	526	19.1%
f	263	9.6%
e	263	9.6%
l	263	9.6%
S	202	7.3%
U	61	2.2%
n	61	2.2%

Auto

Heatmap
Table

	BEE_Credit	BEE_ESE	BEE_GPA	BEE_GPC	BEE_Grade	BEE_Status	BEE_Total	EG_Credit	EG_ESE	EG_GPA	EG_GPC	EG_Total	EM_Credit	EM_ESE	EM_GPA	EM_GPC	EM_Total	LLC_Credit	LLC_GPA	LLC_GPC	LLC_Grade	LLC_Total	Maths_Credit	Maths_ESE	Maths_GPA	Maths_GPC	Maths_Grade	Maths_Status	Maths_Total	PSOOP_Credit	PSOOP_GPA	PSOOP_GPC	PSOOP_Grade	PSOOP_Status	PSOOP_Total	Result	SGPA	SS_Credit	SS_GPA	SS_GPC	SS_Grade	SS_Status	SS_Total	Total_Credits_Earned	Total_GPC_Earned	UHV_Credit	UHV_GPA	UHV_GPC	UHV_Grade	UHV_Status	UHV_Total	UID
BEE_Credit	1.000	0.868	0.988	0.988	0.985	0.992	0.814	0.148	0.492	0.257	0.254	0.501	0.276	0.256	0.265	0.243	0.380	0.148	0.161	0.161	0.120	0.185	0.549	0.663	0.652	0.667	0.680	0.551	0.677	0.000	0.490	0.490	0.511	0.000	0.520	0.791	0.794	0.136	0.518	0.409	0.526	0.136	0.528	0.889	0.821	0.178	0.460	0.481	0.511	0.169	0.506	0.000
BEE_ESE	0.868	1.000	0.912	0.912	0.523	0.452	0.919	0.087	-0.045	0.054	0.054	-0.065	0.361	0.420	0.463	0.461	0.420	0.021	0.105	0.105	0.062	0.099	0.461	0.778	0.787	0.792	0.374	0.373	0.797	0.000	0.641	0.641	0.259	0.000	0.665	0.754	0.870	0.000	0.464	0.464	0.217	0.000	0.484	0.631	0.882	0.134	0.406	0.406	0.207	0.114	0.434	0.050
BEE_GPA	0.988	0.912	1.000	1.000	0.996	0.420	0.981	0.086	0.009	0.114	0.114	0.004	0.336	0.377	0.425	0.410	0.382	0.142	0.187	0.187	0.087	0.177	0.384	0.756	0.763	0.782	0.341	0.255	0.781	0.000	0.658	0.658	0.293	0.000	0.707	0.813	0.914	0.335	0.516	0.516	0.280	0.335	0.550	0.663	0.927	0.000	0.446	0.446	0.237	0.137	0.480	0.017
BEE_GPC	0.988	0.912	1.000	1.000	0.996	0.420	0.981	0.086	0.009	0.114	0.114	0.004	0.336	0.377	0.425	0.410	0.382	0.142	0.187	0.187	0.087	0.177	0.384	0.756	0.763	0.782	0.341	0.255	0.781	0.000	0.658	0.658	0.293	0.000	0.707	0.813	0.914	0.335	0.516	0.516	0.280	0.335	0.550	0.663	0.927	0.000	0.446	0.446	0.237	0.137	0.480	0.017
BEE_Grade	0.985	0.523	0.996	0.996	1.000	0.708	0.657	0.703	0.198	0.538	0.532	0.217	0.326	0.244	0.334	0.343	0.331	0.284	0.129	0.129	0.335	0.111	0.802	0.306	0.663	0.354	0.528	0.664	0.345	0.985	0.670	0.670	0.490	0.985	0.309	0.809	0.577	0.774	0.469	0.665	0.441	0.774	0.288	0.387	0.446	0.693	0.549	0.520	0.446	0.585	0.266	0.000
BEE_Status	0.992	0.452	0.420	0.420	0.708	1.000	0.521	0.704	0.221	0.511	0.507	0.264	0.283	0.000	0.070	0.111	0.151	0.282	0.091	0.091	0.432	0.097	0.810	0.316	0.602	0.328	0.613	0.683	0.382	0.992	0.641	0.641	0.556	0.992	0.386	0.794	0.335	0.700	0.525	0.623	0.529	0.700	0.297	0.426	0.416	0.705	0.549	0.505	0.530	0.572	0.373	0.000
BEE_Total	0.814	0.919	0.981	0.981	0.657	0.521	1.000	0.207	0.032	0.141	0.141	0.019	0.346	0.369	0.426	0.426	0.373	0.289	0.188	0.188	0.131	0.187	0.639	0.789	0.809	0.809	0.473	0.675	0.810	1.000	0.696	0.696	0.456	1.000	0.721	0.713	0.920	0.290	0.537	0.537	0.283	0.290	0.556	0.636	0.936	0.404	0.478	0.478	0.324	0.290	0.498	0.026
EG_Credit	0.148	0.087	0.086	0.086	0.703	0.704	0.207	1.000	0.686	0.996	0.996	0.913	0.767	0.560	0.529	0.546	0.582	0.257	0.134	0.134	0.691	0.000	0.713	0.000	0.710	0.126	0.698	0.709	0.108	0.998	0.702	0.702	0.705	0.998	0.000	0.122	0.023	0.706	0.698	0.706	0.695	0.706	0.083	0.229	0.199	0.705	0.705	0.704	0.700	0.705	0.000	0.000
EG_ESE	0.492	-0.045	0.009	0.009	0.198	0.221	0.032	0.686	1.000	0.945	0.945	0.979	0.865	-0.852	-0.794	-0.777	-0.857	0.000	0.033	0.033	0.000	0.066	0.399	0.006	-0.003	-0.017	0.209	0.320	-0.003	0.095	0.082	0.082	0.218	0.095	0.088	0.519	0.033	0.000	-0.010	-0.010	0.068	0.000	-0.036	0.021	0.050	0.000	0.140	0.140	0.103	0.131	0.073	0.029
EG_GPA	0.257	0.054	0.114	0.114	0.538	0.511	0.141	0.996	0.945	1.000	1.000	0.948	0.762	-0.749	-0.699	-0.676	-0.754	0.253	0.057	0.057	0.482	0.108	0.712	0.100	0.111	0.092	0.514	0.499	0.108	0.994	0.172	0.172	0.530	0.994	0.179	0.240	0.146	0.701	0.068	0.068	0.504	0.701	0.041	0.177	0.164	0.700	0.218	0.218	0.499	0.578	0.150	0.069
EG_GPC	0.254	0.054	0.114	0.114	0.532	0.507	0.141	0.996	0.945	1.000	1.000	0.948	0.762	-0.749	-0.699	-0.676	-0.754	0.257	0.057	0.057	0.484	0.108	0.717	0.100	0.111	0.092	0.527	0.503	0.108	0.994	0.172	0.172	0.526	0.994	0.179	0.285	0.146	0.701	0.068	0.068	0.528	0.701	0.041	0.177	0.164	0.700	0.218	0.218	0.502	0.596	0.150	0.069
EG_Total	0.501	-0.065	0.004	0.004	0.217	0.264	0.019	0.913	0.979	0.948	0.948	1.000	0.885	-0.852	-0.795	-0.795	-0.857	0.197	0.036	0.036	0.148	0.073	0.513	-0.010	-0.027	-0.027	0.227	0.292	-0.017	1.000	0.068	0.068	0.319	1.000	0.086	0.514	0.023	0.000	-0.013	-0.013	0.177	0.000	-0.027	0.008	0.042	0.000	0.132	0.132	0.179	0.212	0.074	0.043
EM_Credit	0.276	0.361	0.336	0.336	0.326	0.283	0.346	0.767	0.865	0.762	0.762	0.885	1.000	0.973	0.992	0.985	0.951	0.098	0.000	0.000	0.000	0.000	0.310	0.328	0.363	0.370	0.357	0.297	0.365	0.000	0.264	0.264	0.242	0.000	0.217	0.370	0.381	0.040	0.194	0.218	0.194	0.040	0.199	0.357	0.352	0.000	0.129	0.164	0.160	0.000	0.124	0.000
EM_ESE	0.256	0.420	0.377	0.377	0.244	0.000	0.369	0.560	-0.852	-0.749	-0.749	-0.852	0.973	1.000	0.971	0.957	0.990	0.000	0.016	0.016	0.072	-0.028	0.131	0.359	0.379	0.390	0.137	0.000	0.382	0.000	0.241	0.241	0.000	0.000	0.247	0.405	0.397	0.303	0.248	0.248	0.167	0.303	0.275	0.312	0.385	0.000	0.065	0.065	0.083	0.000	0.124	-0.007
EM_GPA	0.265	0.463	0.425	0.425	0.334	0.070	0.426	0.529	-0.794	-0.699	-0.699	-0.795	0.992	0.971	1.000	0.987	0.970	0.066	0.047	0.047	0.000	0.007	0.181	0.409	0.430	0.440	0.240	0.083	0.431	0.000	0.295	0.295	0.142	0.000	0.299	0.365	0.461	0.000	0.281	0.281	0.081	0.000	0.303	0.387	0.449	0.000	0.096	0.096	0.000	0.000	0.160	0.015
EM_GPC	0.243	0.461	0.410	0.410	0.343	0.111	0.426	0.546	-0.777	-0.676	-0.676	-0.795	0.985	0.957	0.987	1.000	0.957	0.000	0.030	0.030	0.000	0.007	0.226	0.405	0.445	0.429	0.253	0.127	0.431	0.144	0.312	0.312	0.165	0.144	0.299	0.347	0.449	0.063	0.297	0.297	0.118	0.063	0.303	0.368	0.437	0.049	0.114	0.114	0.074	0.000	0.160	0.032
EM_Total	0.380	0.420	0.382	0.382	0.331	0.151	0.373	0.582	-0.857	-0.754	-0.754	-0.857	0.951	0.990	0.970	0.957	1.000	0.000	0.026	0.026	0.000	-0.020	0.219	0.359	0.374	0.385	0.238	0.190	0.377	0.000	0.249	0.249	0.162	0.000	0.257	0.395	0.399	0.292	0.253	0.253	0.269	0.292	0.281	0.301	0.387	0.692	0.072	0.072	0.384	0.559	0.138	0.001
LLC_Credit	0.148	0.021	0.142	0.142	0.284	0.282	0.289	0.257	0.000	0.253	0.257	0.197	0.098	0.000	0.066	0.000	0.000	1.000	0.988	0.988	0.984	0.813	0.297	0.172	0.290	0.041	0.363	0.383	0.161	0.113	0.287	0.287	0.364	0.113	0.220	0.390	0.392	0.258	0.280	0.295	0.282	0.258	0.096	0.442	0.318	0.257	0.291	0.291	0.313	0.250	0.178	0.000
LLC_GPA	0.161	0.105	0.187	0.187	0.129	0.091	0.188	0.134	0.033	0.057	0.057	0.036	0.000	0.016	0.047	0.030	0.026	0.988	1.000	1.000	0.996	0.916	0.197	0.100	0.093	0.112	0.085	0.164	0.116	0.216	0.142	0.142	0.190	0.216	0.162	0.415	0.254	0.457	0.183	0.183	0.280	0.457	0.180	0.207	0.229	0.109	0.177	0.177	0.264	0.097	0.191	0.010
LLC_GPC	0.161	0.105	0.187	0.187	0.129	0.091	0.188	0.134	0.033	0.057	0.057	0.036	0.000	0.016	0.047	0.030	0.026	0.988	1.000	1.000	0.996	0.916	0.197	0.100	0.093	0.112	0.085	0.164	0.116	0.216	0.142	0.142	0.190	0.216	0.162	0.415	0.254	0.457	0.183	0.183	0.280	0.457	0.180	0.207	0.229	0.109	0.177	0.177	0.264	0.097	0.191	0.010
LLC_Grade	0.120	0.062	0.087	0.087	0.335	0.432	0.131	0.691	0.000	0.482	0.484	0.148	0.000	0.072	0.000	0.000	0.000	0.984	0.996	0.996	1.000	0.715	0.700	0.079	0.491	0.000	0.317	0.568	0.091	0.984	0.579	0.579	0.402	0.984	0.103	0.310	0.123	0.817	0.452	0.636	0.426	0.817	0.253	0.206	0.171	0.686	0.586	0.512	0.451	0.560	0.313	0.000
LLC_Total	0.185	0.099	0.177	0.177	0.111	0.097	0.187	0.000	0.066	0.108	0.108	0.073	0.000	-0.028	0.007	0.007	-0.020	0.813	0.916	0.916	0.715	1.000	0.172	0.085	0.097	0.097	0.000	0.110	0.111	1.000	0.119	0.119	0.196	1.000	0.132	0.216	0.187	0.322	0.145	0.145	0.199	0.322	0.135	0.123	0.189	0.000	0.177	0.177	0.286	0.000	0.158	-0.055
Maths_Credit	0.549	0.461	0.384	0.384	0.802	0.810	0.639	0.713	0.399	0.712	0.717	0.513	0.310	0.131	0.181	0.226	0.219	0.297	0.197	0.197	0.700	0.172	1.000	0.692	0.996	0.706	0.984	0.996	0.938	0.998	0.788	0.788	0.807	0.998	0.588	0.648	0.442	0.726	0.758	0.755	0.757	0.726	0.391	0.628	0.595	0.705	0.761	0.746	0.756	0.713	0.436	0.000
Maths_ESE	0.663	0.778	0.756	0.756	0.306	0.316	0.789	0.000	0.006	0.100	0.100	-0.010	0.328	0.359	0.409	0.405	0.359	0.172	0.100	0.100	0.079	0.085	0.692	1.000	0.943	0.950	0.609	0.588	0.962	0.000	0.634	0.634	0.307	0.000	0.668	0.703	0.843	0.190	0.433	0.433	0.242	0.190	0.447	0.587	0.865	0.085	0.402	0.402	0.190	0.160	0.440	0.020
Maths_GPA	0.652	0.787	0.763	0.763	0.663	0.602	0.809	0.710	-0.003	0.111	0.111	-0.027	0.363	0.379	0.430	0.445	0.374	0.290	0.093	0.093	0.491	0.097	0.996	0.943	1.000	0.986	0.988	0.702	0.987	0.994	0.637	0.637	0.610	0.994	0.657	0.715	0.850	0.721	0.463	0.463	0.576	0.721	0.458	0.578	0.877	0.709	0.407	0.407	0.558	0.585	0.429	0.048
Maths_GPC	0.667	0.792	0.782	0.782	0.354	0.328	0.809	0.126	-0.017	0.092	0.092	-0.027	0.370	0.390	0.440	0.429	0.385	0.041	0.112	0.112	0.000	0.097	0.706	0.950	0.986	1.000	0.994	0.488	0.987	0.132	0.622	0.622	0.272	0.132	0.657	0.720	0.865	0.162	0.447	0.447	0.231	0.162	0.458	0.600	0.892	0.172	0.391	0.391	0.206	0.145	0.429	0.031
Maths_Grade	0.680	0.374	0.341	0.341	0.528	0.613	0.473	0.698	0.209	0.514	0.527	0.227	0.357	0.137	0.240	0.253	0.238	0.363	0.085	0.085	0.317	0.000	0.984	0.609	0.988	0.994	1.000	0.941	0.761	0.983	0.677	0.677	0.524	0.983	0.355	0.724	0.528	0.708	0.424	0.634	0.406	0.708	0.213	0.447	0.441	0.707	0.567	0.490	0.442	0.577	0.214	0.000
Maths_Status	0.551	0.373	0.255	0.255	0.664	0.683	0.675	0.709	0.320	0.499	0.503	0.292	0.297	0.000	0.083	0.127	0.190	0.383	0.164	0.164	0.568	0.110	0.996	0.588	0.702	0.488	0.941	1.000	0.553	0.994	0.648	0.648	0.690	0.994	0.583	0.642	0.298	0.725	0.601	0.629	0.602	0.725	0.315	0.515	0.439	0.699	0.556	0.535	0.566	0.578	0.350	0.000
Maths_Total	0.677	0.797	0.781	0.781	0.345	0.382	0.810	0.108	-0.003	0.108	0.108	-0.017	0.365	0.382	0.431	0.431	0.377	0.161	0.116	0.116	0.091	0.111	0.938	0.962	0.987	0.987	0.761	0.553	1.000	1.000	0.640	0.640	0.338	1.000	0.670	0.716	0.862	0.290	0.449	0.449	0.244	0.290	0.449	0.595	0.888	0.198	0.395	0.395	0.267	0.252	0.424	0.029
PSOOP_Credit	0.000	0.000	0.000	0.000	0.985	0.992	1.000	0.998	0.095	0.994	0.994	1.000	0.000	0.000	0.000	0.144	0.000	0.113	0.216	0.216	0.984	1.000	0.998	0.000	0.994	0.132	0.983	0.994	1.000	1.000	0.996	0.996	0.988	0.495	1.000	0.000	0.000	0.998	0.988	0.996	0.986	0.998	1.000	0.145	0.183	0.998	0.994	0.992	0.988	0.996	1.000	0.000
PSOOP_GPA	0.490	0.641	0.658	0.658	0.670	0.641	0.696	0.702	0.082	0.172	0.172	0.068	0.264	0.241	0.295	0.312	0.249	0.287	0.142	0.142	0.579	0.119	0.788	0.634	0.637	0.622	0.677	0.648	0.640	0.996	1.000	1.000	0.992	0.996	0.966	0.545	0.757	0.709	0.524	0.524	0.653	0.709	0.536	0.535	0.768	0.705	0.527	0.527	0.642	0.576	0.538	0.051
PSOOP_GPC	0.490	0.641	0.658	0.658	0.670	0.641	0.696	0.702	0.082	0.172	0.172	0.068	0.264	0.241	0.295	0.312	0.249	0.287	0.142	0.142	0.579	0.119	0.788	0.634	0.637	0.622	0.677	0.648	0.640	0.996	1.000	1.000	0.992	0.996	0.966	0.545	0.757	0.709	0.524	0.524	0.653	0.709	0.536	0.535	0.768	0.705	0.527	0.527	0.642	0.576	0.538	0.051
PSOOP_Grade	0.511	0.259	0.293	0.293	0.490	0.556	0.456	0.705	0.218	0.530	0.526	0.319	0.242	0.000	0.142	0.165	0.162	0.364	0.190	0.190	0.402	0.196	0.807	0.307	0.610	0.272	0.524	0.690	0.338	0.988	0.992	0.992	1.000	0.988	0.901	0.600	0.391	0.708	0.502	0.664	0.510	0.708	0.331	0.329	0.394	0.703	0.565	0.510	0.450	0.578	0.278	0.000
PSOOP_Status	0.000	0.000	0.000	0.000	0.985	0.992	1.000	0.998	0.095	0.994	0.994	1.000	0.000	0.000	0.000	0.144	0.000	0.113	0.216	0.216	0.984	1.000	0.998	0.000	0.994	0.132	0.983	0.994	1.000	0.495	0.996	0.996	0.988	1.000	1.000	0.000	0.000	0.998	0.988	0.996	0.986	0.998	1.000	0.145	0.183	0.998	0.994	0.992	0.988	0.996	1.000	0.000
PSOOP_Total	0.520	0.665	0.707	0.707	0.309	0.386	0.721	0.000	0.088	0.179	0.179	0.086	0.217	0.247	0.299	0.299	0.257	0.220	0.162	0.162	0.103	0.132	0.588	0.668	0.657	0.657	0.355	0.583	0.670	1.000	0.966	0.966	0.901	1.000	1.000	0.613	0.791	0.126	0.526	0.526	0.329	0.126	0.553	0.552	0.806	0.073	0.544	0.544	0.272	0.074	0.566	0.036
Result	0.791	0.754	0.813	0.813	0.809	0.794	0.713	0.122	0.519	0.240	0.285	0.514	0.370	0.405	0.365	0.347	0.395	0.390	0.415	0.415	0.310	0.216	0.648	0.703	0.715	0.720	0.724	0.642	0.716	0.000	0.545	0.545	0.600	0.000	0.613	1.000	0.992	0.175	0.491	0.436	0.501	0.175	0.507	0.936	0.871	0.133	0.445	0.442	0.486	0.164	0.510	0.000
SGPA	0.794	0.870	0.914	0.914	0.577	0.335	0.920	0.023	0.033	0.146	0.146	0.023	0.381	0.397	0.461	0.449	0.399	0.392	0.254	0.254	0.123	0.187	0.442	0.843	0.850	0.865	0.528	0.298	0.862	0.000	0.757	0.757	0.391	0.000	0.791	0.992	1.000	0.005	0.611	0.611	0.291	0.005	0.625	0.738	0.991	0.000	0.546	0.546	0.281	0.000	0.581	0.057
SS_Credit	0.136	0.000	0.335	0.335	0.774	0.700	0.290	0.706	0.000	0.701	0.701	0.000	0.040	0.303	0.000	0.063	0.292	0.258	0.457	0.457	0.817	0.322	0.726	0.190	0.721	0.162	0.708	0.725	0.290	0.998	0.709	0.709	0.708	0.998	0.126	0.175	0.005	1.000	0.990	0.909	0.988	1.000	0.986	0.331	0.239	0.704	0.766	0.748	0.761	0.702	0.580	0.000
SS_GPA	0.518	0.464	0.516	0.516	0.469	0.525	0.537	0.698	-0.010	0.068	0.068	-0.013	0.194	0.248	0.281	0.297	0.253	0.280	0.183	0.183	0.452	0.145	0.758	0.433	0.463	0.447	0.424	0.601	0.449	0.988	0.524	0.524	0.502	0.988	0.526	0.491	0.611	0.990	1.000	1.000	0.998	0.990	0.965	0.444	0.615	0.698	0.629	0.629	0.484	0.569	0.656	0.055
SS_GPC	0.409	0.464	0.516	0.516	0.665	0.623	0.537	0.706	-0.010	0.068	0.068	-0.013	0.218	0.248	0.281	0.297	0.253	0.295	0.183	0.183	0.636	0.145	0.755	0.433	0.463	0.447	0.634	0.629	0.449	0.996	0.524	0.524	0.664	0.996	0.526	0.436	0.611	0.909	1.000	1.000	0.990	0.909	0.965	0.444	0.615	0.704	0.629	0.629	0.674	0.574	0.656	0.055
SS_Grade	0.526	0.217	0.280	0.280	0.441	0.529	0.283	0.695	0.068	0.504	0.528	0.177	0.194	0.167	0.081	0.118	0.269	0.282	0.280	0.280	0.426	0.199	0.757	0.242	0.576	0.231	0.406	0.602	0.244	0.986	0.653	0.653	0.510	0.986	0.329	0.501	0.291	0.988	0.998	0.990	1.000	0.988	0.900	0.298	0.312	0.714	0.624	0.556	0.493	0.597	0.373	0.000
SS_Status	0.136	0.000	0.335	0.335	0.774	0.700	0.290	0.706	0.000	0.701	0.701	0.000	0.040	0.303	0.000	0.063	0.292	0.258	0.457	0.457	0.817	0.322	0.726	0.190	0.721	0.162	0.708	0.725	0.290	0.998	0.709	0.709	0.708	0.998	0.126	0.175	0.005	1.000	0.990	0.909	0.988	1.000	0.986	0.331	0.239	0.704	0.766	0.748	0.761	0.702	0.580	0.000
SS_Total	0.528	0.484	0.550	0.550	0.288	0.297	0.556	0.083	-0.036	0.041	0.041	-0.027	0.199	0.275	0.303	0.303	0.281	0.096	0.180	0.180	0.253	0.135	0.391	0.447	0.458	0.458	0.213	0.315	0.449	1.000	0.536	0.536	0.331	1.000	0.553	0.507	0.625	0.986	0.965	0.965	0.900	0.986	1.000	0.440	0.634	0.193	0.645	0.645	0.348	0.194	0.666	0.029
Total_Credits_Earned	0.889	0.631	0.663	0.663	0.387	0.426	0.636	0.229	0.021	0.177	0.177	0.008	0.357	0.312	0.387	0.368	0.301	0.442	0.207	0.207	0.206	0.123	0.628	0.587	0.578	0.600	0.447	0.515	0.595	0.145	0.535	0.535	0.329	0.145	0.552	0.936	0.738	0.331	0.444	0.444	0.298	0.331	0.440	1.000	0.706	0.314	0.414	0.414	0.382	0.270	0.436	0.071
Total_GPC_Earned	0.821	0.882	0.927	0.927	0.446	0.416	0.936	0.199	0.050	0.164	0.164	0.042	0.352	0.385	0.449	0.437	0.387	0.318	0.229	0.229	0.171	0.189	0.595	0.865	0.877	0.892	0.441	0.439	0.888	0.183	0.768	0.768	0.394	0.183	0.806	0.871	0.991	0.239	0.615	0.615	0.312	0.239	0.634	0.706	1.000	0.220	0.554	0.554	0.364	0.239	0.588	0.049
UHV_Credit	0.178	0.134	0.000	0.000	0.693	0.705	0.404	0.705	0.000	0.700	0.700	0.000	0.000	0.000	0.000	0.049	0.692	0.257	0.109	0.109	0.686	0.000	0.705	0.085	0.709	0.172	0.707	0.699	0.198	0.998	0.705	0.705	0.703	0.998	0.073	0.133	0.000	0.704	0.698	0.704	0.714	0.704	0.193	0.314	0.220	1.000	0.996	0.994	0.990	0.998	1.000	0.000
UHV_GPA	0.460	0.406	0.446	0.446	0.549	0.549	0.478	0.705	0.140	0.218	0.218	0.132	0.129	0.065	0.096	0.114	0.072	0.291	0.177	0.177	0.586	0.177	0.761	0.402	0.407	0.391	0.567	0.556	0.395	0.994	0.527	0.527	0.565	0.994	0.544	0.445	0.546	0.766	0.629	0.629	0.624	0.766	0.645	0.414	0.554	0.996	1.000	1.000	0.994	0.812	0.952	0.096
UHV_GPC	0.481	0.406	0.446	0.446	0.520	0.505	0.478	0.704	0.140	0.218	0.218	0.132	0.164	0.065	0.096	0.114	0.072	0.291	0.177	0.177	0.512	0.177	0.746	0.402	0.407	0.391	0.490	0.535	0.395	0.992	0.527	0.527	0.510	0.992	0.544	0.442	0.546	0.748	0.629	0.629	0.556	0.748	0.645	0.414	0.554	0.994	1.000	1.000	0.996	0.810	0.952	0.096
UHV_Grade	0.511	0.207	0.237	0.237	0.446	0.530	0.324	0.700	0.103	0.499	0.502	0.179	0.160	0.083	0.000	0.074	0.384	0.313	0.264	0.264	0.451	0.286	0.756	0.190	0.558	0.206	0.442	0.566	0.267	0.988	0.642	0.642	0.450	0.988	0.272	0.486	0.281	0.761	0.484	0.674	0.493	0.761	0.348	0.382	0.364	0.990	0.994	0.996	1.000	0.806	0.844	0.247
UHV_Status	0.169	0.114	0.137	0.137	0.585	0.572	0.290	0.705	0.131	0.578	0.596	0.212	0.000	0.000	0.000	0.000	0.559	0.250	0.097	0.097	0.560	0.000	0.713	0.160	0.585	0.145	0.577	0.578	0.252	0.996	0.576	0.576	0.578	0.996	0.074	0.164	0.000	0.702	0.569	0.574	0.597	0.702	0.194	0.270	0.239	0.998	0.812	0.810	0.806	1.000	0.000	0.000
UHV_Total	0.506	0.434	0.480	0.480	0.266	0.373	0.498	0.000	0.073	0.150	0.150	0.074	0.124	0.124	0.160	0.160	0.138	0.178	0.191	0.191	0.313	0.158	0.436	0.440	0.429	0.429	0.214	0.350	0.424	1.000	0.538	0.538	0.278	1.000	0.566	0.510	0.581	0.580	0.656	0.656	0.373	0.580	0.666	0.436	0.588	1.000	0.952	0.952	0.844	0.000	1.000	0.106
UID	0.000	0.050	0.017	0.017	0.000	0.000	0.026	0.000	0.029	0.069	0.069	0.043	0.000	-0.007	0.015	0.032	0.001	0.000	0.010	0.010	0.000	-0.055	0.000	0.020	0.048	0.031	0.000	0.000	0.029	0.000	0.051	0.051	0.000	0.000	0.036	0.000	0.057	0.000	0.055	0.055	0.000	0.000	0.029	0.071	0.049	0.000	0.096	0.096	0.247	0.000	0.106	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	UID	Name	Maths_ESE	Maths_Total	Maths_Status	Maths_Grade	Maths_Credit	Maths_GPA	Maths_GPC	BEE_ESE	BEE_Total	BEE_Status	BEE_Grade	BEE_Credit	BEE_GPA	BEE_GPC	EM_ESE	EM_Total	EM_Status	EM_Grade	EM_Credit	EM_GPA	EM_GPC	EG_ESE	EG_Total	EG_Status	EG_Grade	EG_Credit	EG_GPA	EG_GPC	SS_Total	SS_Status	SS_Grade	SS_Credit	SS_GPA	SS_GPC	PSOOP_Total	PSOOP_Status	PSOOP_Grade	PSOOP_Credit	PSOOP_GPA	PSOOP_GPC	UHV_Total	UHV_Status	UHV_Grade	UHV_Credit	UHV_GPA	UHV_GPC	LLC_Total	LLC_Grade	LLC_Credit	LLC_GPA	LLC_GPC	Total_Credits	Total_Credits_Earned	Total_GPC_Earned	SGPA	Result
3	2023300001	AARYAN MANTRI	76.0	70.0	pass	BB	4	8	32.0	64.0	62.0	pass	BB	4	8	32	81.0	81	pass	AB	3	9	27	0.0	0.0	0	0	0	0	0	86.0	pass	AA	2	10	20	88.0	pass	AA	3	10	30	77.0	pass	BB	2	8	16	68.0	BB	1	8	8	19.0	19.0	165.0	8.680000	Successful
4	2023300002	AGARWAL VEDANT RAKESH	93.0	91.0	pass	AA	4	10	40.0	74.0	75.0	pass	AB	4	9	36	62.0	79	pass	AB	3	9	27	0.0	0.0	0	0	0	0	0	89.0	pass	AA	2	10	20	87.0	pass	AA	3	10	30	86.0	pass	AA	2	10	20	80.0	AB	1	9	9	19.0	19.0	182.0	9.580000	Successful
5	2023300003	KRISH PRAFULKUMAR AGRAWAL	78.0	71.0	pass	BB	4	8	32.0	54.0	63.0	pass	BB	4	8	32	79.0	85	pass	AA	3	10	30	0.0	0.0	0	0	0	0	0	67.0	pass	BC	2	7	14	77.0	pass	BB	3	8	24	77.0	pass	BB	2	8	16	65.0	BB	1	8	8	19.0	19.0	156.0	8.210000	Successful
7	2023300005	ANGADI ARAN AJIT	41.0	34.0	pass	DD	4	4	16.0	9.0	24.0	fail in ESE	FF	0	0	0	11.0	46	fail in ESE	FF	0	0	0	0.0	0.0	0	0	0	0	0	75.0	pass	BB	2	8	16	77.0	pass	BB	3	8	24	72.0	pass	BB	2	8	16	53.0	CC	1	6	6	19.0	12.0	78.0	0.410526	Unsuccessful
8	2023300006	ATOLE ANIKET SAYAJI	17.0	23.0	fail in ESE	FF	0	0	0.0	14.0	37.0	fail in ESE	FF	0	0	0	0.0	0	0	0	0	0	0	25.0	56.0	fail in ESE	FF	0	0	0	58.0	pass	CC	2	6	12	70.0	pass	BB	3	8	24	69.0	pass	BC	2	7	14	71.0	AB	1	9	9	19.0	8.0	59.0	0.310526	Unsuccessful
9	2023300007	BADANI KOVIT DHARMESH	47.0	58.0	pass	CC	4	6	24.0	50.5	46.0	pass	CC	4	6	24	40.0	62	pass	BC	3	7	21	0.0	0.0	0	0	0	0	0	83.0	pass	AB	2	9	18	79.0	pass	AB	3	9	27	81.0	pass	AB	2	9	18	82.0	AB	1	9	9	19.0	19.0	141.0	7.420000	Successful
10	2023300008	BAGADE ARJUN AJAY	82.0	84.0	pass	AA	4	10	40.0	77.0	75.0	pass	AB	4	9	36	70.0	79	pass	AB	3	9	27	0.0	0.0	0	0	0	0	0	82.0	pass	AB	2	9	18	83.0	pass	AB	3	9	27	82.0	pass	AB	2	9	18	85.0	AB	1	9	9	19.0	19.0	175.0	9.210000	Successful
11	2023300009	BAGARIA HARSHIT SUNIL	73.0	71.0	pass	BB	4	8	32.0	40.0	44.0	pass	CC	4	6	24	55.0	70	pass	BB	3	8	24	0.0	0.0	0	0	0	0	0	80.0	pass	AB	2	9	18	76.0	pass	BB	3	8	24	75.0	pass	BB	2	8	16	86.0	AA	1	10	10	19.0	19.0	148.0	7.790000	Successful
12	2023300010	BALLA MAHADEV SHRIKRISHNA	87.0	78.0	pass	AB	4	9	36.0	61.0	70.0	pass	BB	4	8	32	0.0	0	0	0	0	0	0	74.0	80.0	pass	AB	3	9	27	78.0	pass	AB	2	9	18	87.0	pass	AA	3	10	30	80.0	pass	AB	2	9	18	90.0	AA	1	10	10	19.0	19.0	171.0	9.000000	Successful
13	2023300011	BANGRE AANISH RAHUL	73.0	75.0	pass	BB	4	8	32.0	55.0	57.0	pass	BC	4	7	28	44.0	65	pass	BC	3	7	21	0.0	0.0	0	0	0	0	0	61.0	pass	CC	2	6	12	80.0	pass	AB	3	9	27	80.0	pass	AB	2	9	18	95.0	AA	1	10	10	19.0	19.0	148.0	7.790000	Successful

	UID	Name	Maths_ESE	Maths_Total	Maths_Status	Maths_Grade	Maths_Credit	Maths_GPA	Maths_GPC	BEE_ESE	BEE_Total	BEE_Status	BEE_Grade	BEE_Credit	BEE_GPA	BEE_GPC	EM_ESE	EM_Total	EM_Status	EM_Grade	EM_Credit	EM_GPA	EM_GPC	EG_ESE	EG_Total	EG_Status	EG_Grade	EG_Credit	EG_GPA	EG_GPC	SS_Total	SS_Status	SS_Grade	SS_Credit	SS_GPA	SS_GPC	PSOOP_Total	PSOOP_Status	PSOOP_Grade	PSOOP_Credit	PSOOP_GPA	PSOOP_GPC	UHV_Total	UHV_Status	UHV_Grade	UHV_Credit	UHV_GPA	UHV_GPC	LLC_Total	LLC_Grade	LLC_Credit	LLC_GPA	LLC_GPC	Total_Credits	Total_Credits_Earned	Total_GPC_Earned	SGPA	Result
262	2023300256	VORA KALP CHIRAG	4.0	11.0	fail in ESE	FF	0	0	0.0	8.0	24.0	fail in ESE	FF	0	0	0	0.0	44	absent in\rESE	FF	0	0	0	0.0	0.0	0	0	0	0	0	67.0	pass	BC	2	7	14	74.0	pass	BB	3	8	24	73.0	pass	BB	2	8	16	95.0	AA	1	10	10	19.0	8.0	64.0	0.336842	Unsuccessful
263	2023300257	WADEKAR SUMIT ANIL	82.0	80.0	pass	AB	4	9	36.0	80.5	81.0	pass	AA	4	10	40	0.0	0	0	0	0	0	0	74.0	74.0	pass	BB	3	8	24	74.0	pass	BB	2	8	16	87.0	pass	AA	3	10	30	79.0	pass	AB	2	9	18	63.0	BB	1	8	8	19.0	19.0	172.0	9.050000	Successful
264	2023300258	WADHWA KHUSHI JAGDISH	76.0	79.0	pass	AB	4	9	36.0	25.5	47.0	pass	CC	4	6	24	0.0	0	0	0	0	0	0	42.0	61.0	pass	BC	3	7	21	79.0	pass	AB	2	9	18	75.0	pass	BB	3	8	24	86.0	pass	AA	2	10	20	88.0	AA	1	10	10	19.0	19.0	153.0	8.050000	Successful
265	2023300259	WAGHMARE SAMYAK DHARMANAND	42.0	49.0	pass	CD	4	5	20.0	41.0	55.0	pass	BC	4	7	28	0.0	0	0	0	0	0	0	49.0	56.0	pass	CC	3	6	18	64.0	pass	BC	2	7	14	76.0	pass	BB	3	8	24	77.0	pass	BB	2	8	16	67.0	BB	1	8	8	19.0	19.0	128.0	6.740000	Successful
266	2023300260	WANKHEDE SWAPNIL RAJESH	33.0	43.0	pass	DD	4	4	16.0	42.0	47.0	pass	CC	4	6	24	40.0	61	pass	BC	3	7	21	0.0	0.0	0	0	0	0	0	65.0	pass	BC	2	7	14	71.0	pass	BB	3	8	24	73.0	pass	BB	2	8	16	62.0	BB	1	8	8	19.0	19.0	123.0	6.470000	Successful
269	2023300263	PRANAV PRADIP WASNIK	40.0	43.0	pass	DD	4	4	16.0	NaN	38.0	absent in\rESE	NP	0	0	0	0.0	0	0	0	0	0	0	59.0	72.0	pass	BB	3	8	24	53.0	pass	CD	2	5	10	77.0	pass	BB	3	8	24	68.0	pass	BC	2	7	14	67.0	BB	1	8	8	19.0	15.0	96.0	0.505263	Unsuccessful
270	2023300264	YADAV VINAYAK CHANDRASHEKHAR	66.0	NaN	BC	4	7	28	21.5	47.0	NaN	FF	0	0	0	0	0.0	0	0	0	0	0	30	67.0	NaN	BB	3	8	24	68	NaN	BC	2	7	14	81	NaN	AB	3	9	27	86	NaN	AA	2	10	20	36	NaN	0	0	0	0	19.0	14.0	113.0	0.594737	Unsuccessful
271	2023300265	ZAVERI KRISHA TEJAS	68.0	62.0	pass	BC	4	7	28.0	49.0	52.0	pass	CC	4	6	24	41.0	65	pass	BC	3	7	21	0.0	0.0	0	0	0	0	0	85.0	pass	AA	2	10	20	80.0	pass	AB	3	9	27	90.0	pass	AA	2	10	20	75.0	AB	1	9	9	19.0	19.0	149.0	7.840000	Successful
272	2023300266	JAI PARAMESHWARAN	77.0	82.0	pass	AB	4	9	36.0	62.0	73.0	pass	AB	4	9	36	0.0	0	0	0	0	0	0	68.0	92.0	pass	AA	3	10	30	89.0	pass	AA	2	10	20	85.0	pass	AB	3	9	27	89.0	pass	AA	2	10	20	90.0	AA	1	10	10	19.0	19.0	179.0	9.420000	Successful
273	2020300041	Mesara Harshil	73.0	79.0	pass	AB	4	9	36.0	70.0	63.0	pass	BB	4	8	32	0.0	0	0	0	0	0	0	44.0	67.0	pass	BB	3	8	24	71.0	pass	BB	2	8	16	84.0	pass	AB	3	9	27	63.0	pass	BC	2	7	14	80.0	AB	1	9	9	19.0	19.0	158.0	8.320000	Successful

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Control

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Control

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)